{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# <div align='center'>第8章 非参数统计(2)</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "%reset -f\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import scipy.stats as st\n",
    "import matplotlib.pyplot as plt\n",
    "import statsmodels.stats.anova as sma\n",
    "import statsmodels.formula.api as smf\n",
    "import statsmodels.stats.api as smt\n",
    "import statsmodels.api as sm\n",
    "from statsmodels.graphics.mosaicplot import mosaic\n",
    "import seaborn as sns\n",
    "import patsy\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 8.4 多组数据位置推断"
   ]
  },
  {
   "attachments": {
    "8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A14_4.jpg": {
     "image/jpeg": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 8.4.1 Kruskal-Wallis单因素方差分析\n",
    "\n",
    "\n",
    "\n",
    "#### 例：\n",
    "![8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A14_4.jpg](attachment:8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A14_4.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "H=8.07208791统计量大于自由度为3，alpha=0.05处的卡方值：7.81472790。\n",
      "拒绝4种药物疗效相等的原假设。\n",
      "假设检验的P值为:0.04454512,小于alpha，拒绝原假设。\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "手工编码实现\n",
    "'''\n",
    "r1=np.array([1,8,10,11,14,18,22,20])\n",
    "r2=np.array([3,6,2,5])\n",
    "r3=np.array([4,15,16,21,23,25,13])\n",
    "r4=np.array([7,9,12,17,19,24])\n",
    "n1=len(r1)\n",
    "n2=len(r2)\n",
    "n3=len(r3)\n",
    "n4=len(r4)\n",
    "n=n1+n2+n3+n4\n",
    "R1=np.sum(r1)\n",
    "R2=np.sum(r2)\n",
    "R3=np.sum(r3)\n",
    "R4=np.sum(r4)\n",
    "sst=((R1**2)/n1+(R2**2)/n2+(R3**2)/n3+(R4**2)/n4)-(n*(n+1)**2)/4\n",
    "mst=n*(n+1)/12\n",
    "h=sst/mst\n",
    "chisq_alpha=st.chi2.ppf(0.95,3)\n",
    "pvalue=st.chi2.sf(h,3)\n",
    "print('H=%0.8f统计量大于自由度为3，alpha=0.05处的卡方值：%0.8f。'%(h,chisq_alpha))\n",
    "print('拒绝4种药物疗效相等的原假设。')\n",
    "print('假设检验的P值为:%0.8f,小于alpha，拒绝原假设。'%pvalue)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KruskalResult(statistic=8.072087912087923, pvalue=0.04454512424615835)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "使用Kruskal-Wallis单因素方差分析检验四种药物的疗效是否相同。\n",
    "结果表明：拒绝疗效相同的原假设。\n",
    "'''\n",
    "drug=np.array([80,203,236,252,284,368,457,393,133,180,100,160,156,\n",
    "               295,320,448,465,481,279,194,214,272,330,386,475])\n",
    "drugA=np.array([80,203,236,252,284,368,457,393])\n",
    "drugB=np.array([133,180,100,160])\n",
    "drugC=np.array([156,295,320,448,465,481,279])\n",
    "drugD=np.array([194,214,272,330,386,475])\n",
    "st.kruskal(drugA,drugB,drugC,drugD)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 8.4.2 Friedman秩方差分析法\n"
   ]
  },
  {
   "attachments": {
    "8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A14_10.jpg": {
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"
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l7aXGjTeDNT+0Q+O4mEn2PRdJjdBJHHYohW58xfLjGZ2bbKFH17/wT2+B3xN+D/wbnu/i/wCOtY8X+OvFuoy67fWVzdLc2fhfzuV0y0kCqXigUqhc8OyllVQcUAe7W+v2tzcTRR3FtI9uxSUJMrGJv7rDOQfY1FrvivTvDWmTX19fWVnZ2qGSaee4SKOFOMszMQFA9Sa/MvwB4wsbT/gqV+0B4GbwnZ+I9X8beO5J7HOg6deFVsvDGgzS7pb2ePaMXIwiA5JZu5rmPjF8Z/Dfxd/Yb+EfjDQ/hrrmrt4k+J/h1pZJdD8O2c9zZ3WqbH02SO3kEZjlizEolGGDKZG/ioA/WFtctU0xr1ri3FpHD9oM3mr5fl7d27dnG3HOc4xzRo2uWviHSbe+sLi3vrG7jEtvcW8qyxToRlWVlJDAjkEcEV8T/wDBQX47eJPA8Xwh8N6baTeC/D/jnwp4zj1vw9cRWwMMdp4cmnt7d2iLonkuo/1T7flIyRXxv8SfiHNq3/BKH4jaL4V+HGg6D4g+C/gbwDbSeJ4fEE+n6hPJfaPpN25iWO2/d7VmaInzeQScdVIB+0kepRS30luskbTRKGeMON6g9CR2zVfUfEtlpV5Z2txeWkF1qBYWsEsyxyXJVdzBFJyxC8kAHA5NfLHwB8faH4O/ax+Mvh7/AIU7oPhnXPhz4Y0TUrzXNCvH1W+8QRXi3bR2ip9mSZjGbVgqkuWLgADNfIXiseOvA/7WP7M954o8YeLLzxT4u8WeM/FZtdZ+Hmtat/wjT3mlB1060R2QyQ2qhUVYlUKQ7FcNigD9Y/EHiaz8L6VNfahc21naW4BkmnnWGNATjlmIA5x1I61Nd63bafpcl5cTQ29rCnmyTSyKsca4zuLZwBjvnFfk5/wUe/ac8b+N/wBkL4veDda1XU7vS7f4MPrt2mteED4Z1K41EeIxaC4a1kJkhjMEYCAZDAh85NfQn/Bbr9oXRvDvwn8K/Bi6e/Z/jV4l0jw7rTacis+i6DPfQxXVzMxZREkx/wBFUsRkzMRny2FAH2tH4usJNRhsxdWpvLqE3MEAmXzJogQC6rnLLll+YAj5hzzWlG+9c7ccZxmvzN0DxnrGlf8ABTn4b+Lrex8H+HfCfxA8Oax4O+G763ayH+wtB0VLeVryBBNEP+JjJKjIDtYW9vCeQ3H2t+zT4u1jxbdeLtTvPiZ4D+Iuirqf2SyXw1pwtY/D7RIqT2k0i3Vx50gk+YltjLnBFAHqtxqsNrcwQyMiSXLFYlZ1UyEDJABOTgAnjPFTiTdX5z/GLxPdfHL9vb4b/ED4iWvjD4c/CXwbbapP8N9altLZ9PudRS0me81jVluIn+wRG1XFm06qTh2yjOin1b9hL4ifFb9pr46+JPiRceKtaX4B/wBnppng6w1nQrO1v/Fr7i0mt7o4o5YLQ8LAjL+9Q+YcArQB9e3l/HYwGWRlSJRl3Y4VB3JPQAVFHrdu0qR+ZHvkTzI1WQM0q/3gByR79K+af+CgXh+Hxp8L/Enw3XxN4osta+MGj3+h6LBBe6fFAJ3tiuI455IpJCB85RGLFd+MYyPjXx58S/F3wq+IOm/FDwxuk039nXw03ww1y18UeLLTTbuHUrqfT1hWS2tbG9mJdViMaBT5ouFKMRkkA/WoS5PSoZtUht76G3eSNZpwTHGXG98dcDqcV5p4D+FfiHwr8OmtNJ8Yaw2sajetqlxeeI2fXGtWmIkktohuh2wqSVReAgGAO1fMHiafWv2/LHw14j0nVfFkLfCv4gXMlhqml+Ere1uGvdLu5rO6gDnUwzWk2yRJEI/eIR6YoA+8PM46Ub/Y/wCFfLf7Onxk8aftCfGvxJYx+LdS0mz+Eet/2D4n0G68F21l/bcs+nRXcXlzi8nZNiXETbk25IKlSDkeFftU/tr658BP+ChXizxTYeBfiZrS+C/gXq+qro5ZLexne21Mt9skV7lY/KCpjzADKUb5UJ4oA/ReS6SFlVmCs3QE9aerbq/L79pr43+IP21Piz+yz9g1bwPod54og1hJ4vDnxAne+8PS3/hye6gnlaK2RopIkgdkLAqWUjBBzX2h+zb8cdQuf2Wfh/rWqanbfFK/1qyWM+IPBMLahp+r7AVF3vwir5gTLHAUOWA4xQB7hv56GlDZr8wP2nv+Cq3gm9/b7/Z41aaXxd4Z8G+GPH3jDwD4iuL/AM7T7Q6hDY2cQndY3KTW8N1KIi0mQrntya+5f2Zfi/40+Ml34i1TXPBLeDfCLzxr4WbULhl1rVbdVxJc3Vpt/wBFV3yYkZ2kKYLqhO0AHrJkxSGYA18/ftE/GrXPDXgvVNUW/k8D6Da2NzbT3WvWVlHHNIInYSJczX8CouFYjcpyFJ4ANfnv/wAE4fin+0H8ZP2dfg/oNv4n8caT4D8K+G7C51C5trfTYvEPjfU7NmdtN0ue4u2kms5gjGa9lUxyoEEOxCz0AfsV5nHSjzfb8a+cf2xv+Ch2h/sWfsj3XxI8U+HdZi1pdLkvbXwfhJdTlnRN7xyGEyIkUWd0s4JjjQFiTwD8l+FfiZ8R/wBnbw/oPgvRvjY/iT4zfHrxNL4s1a+1XwLqt5ZeHrLyY5757KB5FAsoY4Y7eJEQZe4RnALZUA/UQHIorzT9mn9p7wn+074f1668JapeatH4S1y58M6rLcaXcaeY9QtiBPGEmVT8pYcjPp1r0kEn+7QA4nFN3+1fJf8AwWj/AGttT/Y7/wCCfPxK8VWdnDKZdDuNKtJodak0/Uor66QwQG0VIJC8iFzLkMhVYnOeMj5m+E//AAUY8a+KNU/ZZ03S/HHhObwb408Ma7a31z4e8UWeo3F5Np2maN5YvZ9Uii8q9iuLi5LxffIILZPNAH6miTNOr47/AOCZ/wC0d4r+Of7QX7SmleIPE1z4g0nwN4k0fTNEjlk0+YWEUujW1zMolsh5TlppZCeWKkY4ORX2H83tQAtFJ83tRQAtFFN8wbsUAOoqMzqH296c8gSgB1FRifI+630p0cu9c4K+xoA+K/2iPgH8atN/4KU+JPjF8L/DPhfWJP8AhRy+DdFn17VzZ2Tawde+0mOYJG8ojS3Yy5CkOV2ZUksG/Cj/AIJzSfs1fsN3unar4a079oD4wf8ACRn4nanPqN0ulxeKPFom89J0kbCW6xMI0jyu0JEuVyTX2tJMsS5PTOKFlDDP40AfN/8AwSQ/Zp8Xfsh/sA+CfAPjyLTYPFmlz6re6jDp919qt4HvdVvL4RrLtXftW4VSQAMg44r6SppkANAlBFADqKaHoMoBoAdRTVk3GnE4oAKDTS4FOzzQB8l/tx/sgax8X/2ovhb8SrG68SX2j+DNI1fRNY8M6IsMN14khvZrGZIHuZZEWG28yzTzRuBdMryCwryv4kfsD/G6X9qS0/aQ0O1+G9/4w02USQ/Cy7v7qPQpAtmbVL4aiI8LrKwbYVnNt5SxFogSAJT+g+7mkaQLQByfwh8R+IvF3w70nVfFfhlvBviC6iD3ejHUItRNgxblDPGAj/VeOR3r5j/Yl/ZV174QfAb4g3Xifwtr03iTUfiH4t8QWOk2viS4tWu7O41i6ntSm2dIY2liZWAO0Hcu4jnH2R5nFG/I/pQB8w/8EmPg34m+CX7Jt5a+K/DGoeDdV8ReMvEviZdDvruO7vNOgv8AWLq5t45pEkkRpDDJGWw7YLH5jya2vF37Omu/tD+PtP8AFXxKWH+wvCDtfeGfBVs/nWyXyowi1DUH4W5nQMfLhAaGFiHBkkVXX6FDA0jgMuG6UAfnB+yl+wf8aPhb+wt8BPFnw11DTvhv8evCfgnT/D/ibQPEsUsmieKrWA5Sy1BY97xTRfOIrmIGRBIykshCj6Z/br8J+Pfib/wTF+LGgQ6HY6p8RvEXgLU9NXSdHmaS3ub6e0kj8mB5gjFSzYDOFPIPFfQkUaQL8owM5PNEnzOp+bjng0AfNHwc/Z71Hwp8NPDdhN8HfA8NxZ6XaQTmbxRI0hdYUDBv9EYbgQc8nnuetVP+CQnwP8Rfs9/sl6loHijw43hPUpfHfirVItMMiyLb2tzrd5PbFGX7yNC8bKTg7WGQOlfUWAqge1Eahf4s/U5oA83/AGsIviZqHwO8RWPwlt/DbeONQtJbTTLvWtRksbXTpHjZVui0cEzM0blWCbQG7kd/kP8Aba/4JDr8Tv2H/B/hv4Q/D/4XeB/i/wCEL/RtW0fWHvZIY9Cu7KWKR3W7S1aafeqMjbo1379zciv0I3Um6gDwb4k/Gj4teAdR+Dit4Z8B58U62NI8Y2a6tdXFzZq0Tv52nEQKsyoI3lfzljIQYAJr27Upp4NMuJLeAXNwsTGOIyeX5r4yF3HIXJwMnOM1JdaXb308UssMUkkBJicr80eRg7T1GRwcdRUw/digD4j/AGCfgj8fP2UPDPxki1fwH4F1HUviN8R9Z8d6aIPGLra2cd8sJS2uGNmX3I0RDNGjAg8Csn4Efs+fEr/gkn+wfcroLeC/HPjLW/HUviTXtNmuLmy0y3/tW8TzrDSQqNJI6u6pAsioJGYlgucV95lsVWv9Mt9SEf2iGGdYZFmjEiBtjryrDPQg9D1FAFhDnP1r5D+Cf7Mvjr9gH47fEu68AeH7fxx8Jfitr0vi6fRbS+hs9Y8L61PGiXRgW4KQXFpP5UbkNNG8T7sK6nj67iQQpt7L+gp4OaAPCPEcvxO8P+F/iN8QoLXw/D4iXRUi8OeHNY1Qw6bYrbLPL5l7cxI4SSVpiZDEHVFgRQzcsfTfgX441H4mfBnwr4j1fS/7D1TXtJtdRu9O8zzPsMssSu0W7AztLYyQOnSuh1fSbXXNMuLO8t4bq0u4zDPDKoaOVGGGVgeCCOCDUsKiGPFAHw/8dPgH8XtS/wCCv/gf416L8Po9Y8CeC/A+o+Ep2TX7SC+vpbufzlmiikYKI02qDvYMcnCnHPcWv7KXi74//t4+DvjP8RtP0/w/ovwl0u90/wAC+HLe9+2Xgu9QEaXmo3sqgRBvKiSOOGMyAAsxfJAH1YTijcKAGPgEfUV8Cf8ABMP4E+IvAOi3XjPxR4D8capr1n4l8VQ+G7e9msLW38PWF3rd1PIbeGSZJPMudwLzSKWZEjVSEHzffjASIR60wW6x8+/GTmgD82v2+f2EvDVtqfg7xl4R+D/xK0nxVrHxp8K+INXmg8UXF3pivL4gspr69fTIdRlt9xVSzSC3G3BYlQM1+kkUMcbMy/LnBIAH+fzp0kKyDr8vsSP5UMgcEdsYoA+VfgJp94v/AAV0/aIvJrW6jsJfBPgy2tbpoGWGdkfVmdVcjazL5qZAPG8Zr3/42+LvEHgT4a6lqnhXwnc+OfEFrs+xaJDfw2DXrmRVAM8vyRoudzMQSFViAxwp6hbZVfPoc4zxmpQ3NAH5d+Ov2Rfi1+yd+x78El8Uf8VdY/Dv402vjjVtD8DaLc6nPYWk+rajfzybz+/uvKa9RSI4UBCkhWrlfAek+GfgHL4H8QeBbD9qD4ifEjQfFl5caZp178PtbsNEhTW9YWTVJ2guYo4Inj0+a7iEhkC879hfmv1tlUP+XUHFI6LLGVbkHgigD4e8fDxVpn/BUf4vXGlweK/Dun698NPDGm23iex8LXesRpJHf6s88duY42i+0pHNGymQMqlgSjdDB8Yf2Efg74v8H+DX8LWnxM+H3jr4eawuu6P4207wvqs+uNO8yyXv2uZ4d94LtQyyrMWBLAgDaBX3K1urjLZb2LEj8qX7NGD8qqvuOKAPj7/gpv41l/aD/wCCU3xOvNC8L+KpJrxIYINI1HR57PULox6nbjAt3AfDhdyk4BUgnAzUuh+D9R13/grLdatN4N1fRvBj/B2fSbt7m1thZz3Lawp8rfA7gsYg/wArEHAr68FrGJdwVd2MZ7gUC2j4A+UKScA96APz5+A9t4Y8Q/8ABUD4Y+Cfhj4N8XeGfA37Nfw817RtUj1bS7yztdMuNQuNMFnbRSzg/aGaGGSXcrsojIO7PFYdn8J7j4zf8FTv2iv+Ei8OeNtW+HuieIPCGqtpemabHJa+JNQstKWS3NzNJKmYLeYxzCKMYeRIy7FV8s/pEtpH/dHpgHilS2VX3BV3Z3HHc9M/WgD89v8AgpZ+zXo/xH+FHxq+KGm6N+0N4Q8aar8Or3T9RPh/UxZ2uux2dleNaR3Vukz+YqNPMMKAWErA5zX0p8BdC8WX37FXwlsPDes2Phq4j8HaVFdX11p5u57dFsYM+VCzLGJMgjMm4DGNpr3aSFZU2sBg9Qe9CQKgYbRhuo7UAfm/+wZ8BfC+i/tLftLeIvGFp8V/F3i7SPiPPoeneKi+rSXk2mjTtPlaBHs/LiEYnlnykSKoz04GPYv2FrjUG/bd/aaZW8fL4YtbjwxBo8XiSXUXW3zp8jXJgF6xZVLupYrgHjsAa+vFs44gwCqqsSSBxknkn6mkNso4/hyTjPHPtQB+VWg+HI/Ffxx1jx1ofwp1Px74/wDEnxC1jxgLDVPCNzcWcnhu504aZZiK+m2WUU87abY3CM8m5IXcMo+YVm/FL4BeF/2ddN/ZS0HxRb33h/46XviXwZ4ek0zTLNLXTvEFpp+qJeXEvkWUf2Em1ElwVIYyRxsxP3s1+sy2McSKqgKFGFCnAA9B7VHJotvNJGzxRs0Tb0JH3W9R6HtkdjigD4r/AOCyHwAuP2i4PAmh+GtUul+IGo22u+HNF0y3t/MTyNZ086ZealcvnMNvZ200s24A75BHGOXFeQ/8FCP2Wtb/AGff2M/2ydWmt7GHwv40l8GQeG1guN0zWtjbaTp8gkTACHzInVQCdw2njOB+mp0q3/tBrryYRctGImmCDzGQEkKW67QSSB0yTUPiTwzp/jDSJNP1Wws9TsJipktrqFZopCrBlyrAg4YAjPQgUAeEfs5/AXxv4Q/bI+OXxI8ZHw1b2HjoaLpOgW2lTyzyGy02O5YXFx5iKElka8dfLTcAINwY7uPgy58B3HgH4mfska98QNF+JuravbeIfidqd3p8GoanNq0logu5LY29usytj7P5BUR4LJ5Yw2QtfruYlbr1HQ+lUbnwzYXeqW19NZ2kt5Z7/s9w8QaW33gB9jHldwABwRkAZzQB+Kvxw+Edx8K/+CS934p+KHiqbQfHnjn4XXXg7SvCniaZv+Ei1Se58Uy6ha/NK5lkmMEsKiDBZOcnAOPvr/grX4a0uP4a/D2++x2q3eqfGDwHBcTGMbroR67AERz/ABBdzYB4G4+pr6q8S+B9H8ZWcNvq2l6bq1va3KXsMd5brOsU8Z3JKoYEK6nkMOQehqTWPCmm+JEgXULG0vha3Md5CLiISCKdCCkqhs4dSMg9QaAPjj9t3Rbq/wD+CnX7I9npMPh2SdNM8dGOHVoDJbFFs9NB2qnO4AjGOMZ9q+hfhn4P8deBvCniBLyy+Hk2oTXck+k2ukWs+lWIiKrhLhsSsz7gSXWPnONvGT3194G0jU/EWm6vcaZYz6poqTR2F5JCGns1mCiURuRld4RA2OoUZzWqq7RigD83v2hfB118Qf8Agpv4D8DfHX4nPJ4Rm8CX/jCy8NaWBp/h+HU7TU7OGAyQyCT7cVjllb/St6bkVljQivTNf+O1xYf8FOf2ffA/hv4r614g8O+JNC8XX+s6PI9n5NxJaw6aLXeIreNvl8+dlBbHyn0xX2QPD9qNUW++z2/25YvIFz5Y84R7t2zf127gDtzjIzUk+kw3N9FcyQwvcW6ssUpX95ErYLBW6gHauQOuBnpQB8qftza+q3dvofh681T4i/Eq3voNa8LeDLWw0q4Om3kZKQX1xPPbsbO3idizTu2/buWMOxCn4Z/ZL0j4ofBzxv8AGT4gfGbxVrXxC0fwZ8Zb+DxTqXhfw/Bc/wDCO6tFo2lCDWEsZI5HksooJ3h2oC9txKqNuZk/YnT/AAnp2k3N3Na2Nnay6hL5900MQjNzJjG9yMbmwAMnJwKqeFfhpoPge71i40fR9N0ufxDftqmpyW0CxtqF0yJG08pA+eQpHGu45OEA6CgDxX9mn9oj4d6N+y5qfxCj+Pdv8UPA5urnUG8W393YvHahmybRfskUa5jJCLEVMuSE5OBXxZb+I9Y+EGh+AdM0O88TfClvin+0LbPbaBeeL5X8SahoOq3N5d3T3dhjGn+c+90jj+dIhHvdX3LX6hL4B0ZLO3t10nTVt7W4+1wRLbIscE2S3mooGFfcSdwwcknOTWR4q+Ang3xx8RPDvi7WPC+g6r4p8ImY6Jq11ZpLeaUZVCSGGQjcm5Rg4IoA+Zv2I/Hul/Cb9s34wfCHWtB1/Q/ib4muV+Ib3t3qsmraX4p0oR22mR3NpcSYlR4Vt4YpYJFyjjId1YbfD/8Agol8OvjN4v1j4keOprLwt4N1Xx94Lv8A4HeC/DFvcPrmseKJL6/fZellEUNovlhpiMzeVArvIyFCB+l0ekW6XoufKj+0KpQSEZdVOCVB6gEgHA4yM1mXXw30S88ZW/iKXS7KXXLO2ks7e9dN00EMjbpEQ/whiBnHJ6dKAPw0/br8M694U8M+PPEfgnQfG3w/8TaH4y0O10hZvDJl1jR/CWl+F59B1bW7qGN2WK0D6hd+U+f3zwRsgdTlf0q8DftJeF/BP7BXg/Tf2bdHtfE0d7HP4N+GtlHLmyvTYyvZf2hJKu4Cxi8lp3m5LoBjLyKD9RaB8N9D8LNqLadpOm2baxObm/eK3VWvpSMF5TjLnHGWzxx04qn8J/gz4W+BPgOx8L+DfD+k+GfDul+b9j03T7cQ21r5sryybEHChpHdiB3Y0Afm18QP2RPhzP8AtBfss/s8r4isfFCf8Iz8QrTxhd2V4jaheandWNkbzUZgjFobiS7mknUnBR9m3GwY+j/2B/2r/H9p44uvgL8a9A15vix4HtN48XW2lTPoHjjTAcQahFcquyK4ZNqzQybcSq5XKnA+iIf2c/Atv8bv+FlJ4R8PL8QP7NOjjxALJP7QFnu3+R5uN2zd29gOgrsmtl8vbjCA7sA4wetAH5q/8FS/g9o3i+78N66virXvFHiD4L+PfD/iPxfdazrUUOl+E9GuEuULG0MT2AxhGYvaTyqhVmO07xjfGeYeCv22PhX4k1JLObRv2e9UuPFfjieOTTN2iaJqGlXdvbasqW+nWck1osvmb5UMixiGYsvAJ/QTSP2YPh/p3hnxvosPg3RbfS/iNeXV/wCJ7fyQya/PdRCK4kuOSXLxqqHPRVAGABV2z/Zy8C6fM8kPhPQY5JPD0fhJ2FouW0iPdssTxzAu9sJ0+Y0AeQ/8FIvAQ+N3/BOr4yDwnpv/AAk3iPxJ8P8AU9P0l9JAuLjUhNbkxxQOp+ZZGKEAMAcg9Oa8S1r9nv4m3/7ZfwZ8ZQaF8aP+Ea8F+DNX0XUrt9U0T7Zb3V0dP8lY4zMS8ZEEu9jkghMd6+wbL9lf4d2Phjw7oqeC/DZ0vwjYLpei2r2SSR6ZaqqqsMQYHaoVFGPQCppf2Y/h3MAG8D+EyB/1DIh/7LQB85/8EubHUPgX8Kvjf/wnUOqeHrp/ib4p8WiHXHi/tRtImumeG+njhJG2RYpCrKNrBOK+lvgH8efCH7Tnwj0bx14C8QWPijwl4gjeXT9Us93k3SpI0T43AEbZEdSCAQVIqn4M/Zk+H/wy8WX3iLwx4J8JaB4l1C0FlPqllpUUN1cQqSyxySKA7xhiSFJwMnGKu/An4RW3wM+GVn4btbqW+FvPc3k91Iqo11c3VxLdXEpVQAu+eaVto4UMB2oA8J/4KEeAPAvxSm03wZ4q1qWDxV8UtL1XwL4HtNon/s+9vNMvPtepJBuXeY7VWDSHd5aqQu0ytu+Uf2dfDPgfxbq37L/xY0XwP46+HOg3HhHxY1zrej6dZTW/9pfZrO3u7jWFKyLCZbfRleOUZ3sdjlWAz+mWqfCnw3rPxA03xXd6FpN14m0e3ltLDVJbVHvLKGX/AFscUhG5Ff8AiCkZ714ZN/wSG/Z3k0m80+P4cw2umagZ/tFhaa1qNrZyCZi0q+RHcLGFYs2VC7eTxQB5r/wTM8X+DYf2pfjva6W/jiTxF8RpdK+Ia3OsW0J03VtImsYbWxvLCeFUV43jhUvG8aSRyFkYMFDH7ern/h/8LtB+FfgfR/DXh3SbHR9A0Cxh0zTrG2j2w2drEoSOFB2RVAAHtXQUAFFFFABXyv8Ati/G3UvhZ+39+y/pZ8Vy+HfCfiWTxTHrlvJdpb2WomHTYpbdZt52kq+4qOuScH1+qK+J/wDgo58YvCfwO/4KCfsma54y1fTdJ0pZvFsAa7DN50kmmwIiIiqzvIWICqqkknHXFAFvxV+3j4W0r9v1b6P4jWd58L9H+Fmo6pdxabfi8s7nU4dZgttqpHu826GHiWNPnYttAOQK7vVf2zvF3hT9hnxB8ZfFPw4k+H91oWn3esN4e8S64lvcR2USGSN5Wiil8ueQbV+zsNyu20sDXmVtrPhL4l/8FifBuuajo8mnrp/we1G90ca7YCxeKU61aK08UcuGRyh5JAYA8gZrqfjD8f8A4dftm/Ab4n+F774e+Kvi1oXhXxwvgnWfDnhW4WW8u7m3NrcpKzrc26xQhpI2YtMAAp3ZG4AA8s/ZJ/au8e/BD/gnpF4k8bal4Z8Ww+B7Kaz8Y3l74m1S612TxC0okuNKjhey3NMrzrbRQRu3z7EUkYx2/wCz78bvFn7O3xA+Gfwu8WeICLf4gXeoatpNx45vL+XWLy2n8y6h0i3uXhVDeWYdUMNy5laKMkFsE18/fsafsl+HPjL8Hv2hvEni7w74d8B6hpvjHxzpVnrepeJbm7ufCsrzymOaeIk2ay2plDJcB5HXAKMu6vRf+CS/iTS/28/iz4++O3jfTNJk8f6fJpPhqx0S7P2m68KQ2Vnua9jSSNDF9uuJ7ieKUIGa3eLkfMoAPdvCH7aWueN/iT4409vD2geH/DejeL/+EK8O3/iXW59FuPFl4tnHNN9ljeBvMUSNMiNGTv8AIcjocY/w/n+O37Hv7Lni2bxFZad8XtS0O41bVdEji8R3T6jPaPNJLZaXu+wlppI0McAkc5cgE45qv/wVIt7u58efssrYNpseof8AC5rM2ragjvAsg0XVyCyoQzEckAEcgcjrXSeN/wBnrTPg/wCItU+PnxG8ZeNPGWsfDzR72+tLeC7fS9I0e0SFnuUg0+3dY5jIqZLXbTt8owwHFAHE/t8ft6eLP2OP+CT/AIs+LfjrR9L8EfEiPQmtLbRbLVf7TistYuWMNukcuxDN5e7zmAXhYn7Lmm/BDxL8VL39o7S/hz4a8bX2t6b8DbK18OfEXUPF0cc8ni9rzRxeWeo2wh2yxXSXBRZUkZVaKQ8s4DCp/wAFvvhxo/jf/gmP8WPFkyyXd5ofgW/bS0LZhtjcJGr3Cx8jzfK3IH52pJIBjcc9B+xXqEcn/BQv9sALImX1zwrccsNoVvD9sAQffaaAOj+GHx8+JVz/AMFB9e+E/iiXwZdaDpnw/sfFUdxpdldW9ybqbULi2ZSZJ3XytkOcYznua8F0/wD4KAeMrLxTY/HrVNB1yL4c+LNbtPhNoXhoeJ4I7O1vf7du7O81m6VxtRxJAqx45EIYNgkY9e8MTRy/8FsvGcYbdIvwa0ZsDsP7a1DmviGbwnpPjD9gT4H6dq3iyTX7DUP2kxDc+F7h7J7N4m8YamDG0axiYjGG+aQ5zkjGKAPo7wN+3f40+BHwe+Nf7R3jzRPHWvfC/wAQ+IrOfwNpMVzZRxWOg77XTbW5jSWRJUa8lka7IbIMbxkck5+pP23fiLq/w6/Ya+L3irQrybRfEHhvwPrGr2FyuwyWN1BYTTRt8wZCVdVzkEcHg18l/wDBSP4Ea98GP2G/jtp934q/t7wp45+IHhaTwrosqnd4bjutb0mO5tUdslo2n82VIx8qBiq7RwvqH7cfxTvrH9s74N/CvUfFumeHfhv8UPDHi1fE9pqFnYzW+pi2TTlijZrpGG0rczKy9GD4NAHm/wC2J+1TefDr/glpr3j/AMMftDXU3xAi8KWWoWjRXmjSubuXyNxEKW+TzI3A6D6V+gVuGRFVmLMvBY/xY7ngdf61+X/wR/aM8QfGPw58EfDfjHx54XvvCfjfxr4/0XVZ7zQdFWynsdFu5otLtQpgEI2LBE4ZcM2MncMEfUn7Av7ResePfBfxo1rxp40tfFGleC/iJrWk2GrCC2t4bfSrS3tnXm3VUcLukYuck7upxQBwPwv/AGy/jF8c/B/xNvtP/snw/J4N8aeJfDdnJa+DbrWBdW+l6jPaRzb2voV3sIQXAQgbx9Kwf2CvjH8S/ip8OvhX8ZPG3iT43+LNU8aaLaTz+FdJ0XS7Pw3apdqpe42bEmkjhGxt5lZhvwA24geCyeC9U+Fvhf4T/GTxH4fuYvCeoW/xd+Jeqvc2onh05telju9Kt5I5PlM8ySoqRMpLOSoGQa9E/wCCeXws879rH9n291j+wdT8WeDvghqlj4taxtrawbTNWub7SnSCWzhWPy3EJnUYhVSqOc+oB9Nf8FSfjj4n+AX7MVn4l8I65NoeqP438MaQblFt2AtrzWrSyuFY3AaIBoZpBuYYUkHjGa4H9qP9pjxd4Gv/AISWfhnx/q0LeLviXoPh7UJLiTw/dCWyuLg/aIlEGXDOilQwX5c1R/4K8fEj/hWMnww0mTxB9q/4TfxvYM2l6rp+n3Gj6HY2Z8661aUy2U8iLbEQuHclElaM/IORzf7P2veLvj/8RvjTayX3iv4kWPwu8fCz8I32m6V4OSOMppdpdQy+fNbKRMJLqTE6R8KwxnnIB93+KdO1bWtHjj0jVl0e63KzXBtFusr3XaxAGfWvgn44f8FKPiV4P/au+G3g/wABXUPxA8C694ln8K+JfFFn4bjaC31EWVxdJZad/pSreTxi2kM+wssQG35pMoPqX4Vfs2/2r+ztoPhPxhq3j/UNi/adUt9c8QLeahcNKzSPaXN1bCMTRKzFQEwpVVUjaNtfN/7IHgvWv23fgb8JfHWreJvBHheT4VeL9Xu/DuiaRoZhs7Z7Z7/S4UlRblVYLbyMwCogDMDigD3D9nj9pXTfjT8aLjTbD4x6TrGpeH7ORNZ8D3Hh7+x9YtGYqEuJIJ2+0oqEFchTG27g9M+a/tFf8FCI/hx/wUW+EvhKx1PxZJ4YvvCfijWNe0TTvC9/fXmpSW32MWrxxJbtK+0/aApjypLAHkium/Y01lP2h/ir8SvHHjrTvBOteM/hF461jwX4d13S9K8m8s9LFvau8TPvdzuLkkbscDjNfI/x9/Zo8cftXf8ABZ/4ZeNtZ8X+NPhi3iLwl4gt/BMelv8AZ9Q8OWemXGnulxMp+SV71p7l3glVlWGSFXBYYUA900v/AIKa+NfE37Lvx4+IenzfD21uPhfrHiWz0jRtWjurLUb2HTQ7Q+fBI6yRysAAUKqc56V33x2/am8e+DvBX7MOpaXeaXp938VfEWn6d4jjGnSX0bQz6Pc3sq26FxIGEkACYJODjBNfLviTwXr0/wDwT6/bqm03wx4EuLFvGfxBka+1CQ/b1Xaxdgi2zKWHOwFxkEZIxXtfx7OfCf7BG35l/wCE40Uk/Xw1f4z9aAPfdf8Ajj4g8P8Aha71KOHxhq0ltA06WVn8Pb37Vc7c/IivKi7zjgMy5yKxf2Qvj14w+K37Snx48N+JL21udJ8B6lotvosKaZ9hnt47rSobuVZgXcs4kkI5PAGK+QdU+DvxQ8S/8E8r6O18B/F0fEDUPibM63q+IbiOVdPHjORhMtqLsOkAsF6eXjy8EAqd1fTX7HFzHpv7fP7YM0zxwwx6/wCHZGeRgqqBoNuWJJxgDkk+xoA+rGbamemOa+c/j9+1HfeG/wBoTT9K0nXtG8P+C/hpptx4p+KOt36iS3sLLyWW104NuCxXMzMbksclIrYfKfOWvoLSdds/EWlQ3lhd2t9Z3SCSGe3lWWOVT0ZWUkEH1Ffnr+0f+yVpPi/9ujXdYv8A4H+DfDvhGxvLPxJL421rxLaabF4x1wW/lQvKjLM7Q2q8iBohHLKkZcFVCsAdv+0F/wAFBvF3hjwB8Mbfwj4p+H9r48+NE1pP4c0zxV4cvNGOl6dKytJe36S3weJY4ztVGCtNO0cSgM3y+w/8FGP2hPFX7KX7CXjT4geGpNKk8UeGba0mia+tXktJWe7gilzGHDbSrvgb8jI5NeZ6jZ6f4G+MVj8Nx4F8H+Mrr48aTql9d+Itc1+XUhrKWMUGEu99r8yESgpDBtijCsVVM1w/7cvwFT9kn/gg94+8H3F9LMuj6JG0iPqE97b2Hm6hC5t7aSfM32eHd5cKyZZUVFJJGaAOm/al/wCCgHxE/Z18V/Hixt7bwhqkfwb+F9t49gaSzuY21SWVrtfsz4nIRB9lzvGWO/pxXpHgb9o/x1qH7dvh74Z6lN4cuNB1b4Xt42nltrKaG4W8GoQW3lqzSuPL2yE8jOa8b+KH7KPjL9rn4PftZeLLDTJNN1T44+EYPB3gex1Zvss32C0tJkjnnHPk/aLq5nkVW+YRiMsATtDv2e/HHi7xr/wVO0xvFXw41j4d6po/wOuLCG01bUbK8W+C6tafvFe0llCpvDLhsMQAQOwAPUvHX7ZuqRf8FF7X4caTqWmw+CfA/hNNZ8cBLGW/1Ge91KV4tJtbdIQ0iELbXM0jBGXa0QO3cCY/hF+2b4o8GwfE5Pip4b8UXcPg3Vynh7VfDng3WbiTxXpkkCTo62S27ss8LSNbvtJDvAzjapxXhnwm/Zi1TwT+1T+2Vpmn+Irw/Erxx8MfD2qXniGGWSFoNYmPiDY9v3SGFlt1RR0jijByc1rWvi7Wv+CjF3+xpJ4l0zVvDV7p0T/FrxXpssb2jQXVhB9jgidchgj3t2zhOhSPkEdAD7T8QfFb+ytD0nUYdG1m8tNVjEob9zZPagqGUSrdSRMjHONmNwPBAr43sf26/jPJ4wPwZu7PQbf4wW+r/wBu/wBrW01hNpsvgtNTMC3zRNeKFv5YlMZtg+Edw4JUYr6p+OvhXVPE7WMdudfvLNwyzWljpulXcIfkrLJ9uGRjAGEPXt1Nfn5ImnXf/Bai/wB1vrkGk6T4HsvA9zfS+G9Ba1/t+5nbUodP3/6lJ/s2HAOJGYhBuGBQB+hv7Pfxzf44+GNR1ZdJj07TYdSms9PuYNastWi1OONyjSrJaySRoRIHQxlyylcHnivmH/gpH/wUl8QfC7RtY8O/Bm60W417wvPbzeM/GeoWc1/4a+G1puyf7QMGS88uAnkploI5PPkCxruPtX7Onwq1yK98aQ+IP+Es0vQb2f7BYaHdR6TaWqxKctd27aaqyRmUk71kk3AqDgdT8hfEj4ceDPhr/wAFJ/jlp+oeFFb4fSeAPCSXNlDaW/8AZEEs02sREzRveWyL5gWMFmDhvLbLLQB9kfAX9vb4f/Gi9bw/ca1Y+F/H2nxxNqPhbVryGHUIt6hkmgXdi6tZAd0VzAXikXlWzkDa8efE7xt4T/aA8CaDp/hG41/wL4tgv4dT8QWlxiTwzdwx+dA86EbWt5lDxbh8yyBOCGJHwT+yV+zR8JfjH/wUs+N2j/ET4W6J4iki0jwrq3hCTVtGg1KDTre0gnZ1hnjmuooMu8brEZwXUZEe0GvoL9vXRW+HH7S37NupaTr3iDRT4i+Ib2uor/wkF+mli2h0DUZAr2YuFt/KDQIxXaqnBJyeaANrUP8Ago3eH4j+APD2i+HvDHiK48eeMNR8FSNB4pnhfw5qFlZXN5LFewvYrJGwjtiNmC2ZEIyjBj137Jf7X7fH34G6l461K68OSaVHrd5Yabd+H2v7mzvoYZfKVw81ujOC4YeZErRkAMDg4r4r/aM/ZT0n4kftS/s/+LvC/i6wjX48fEDUrzV9X0/RriyOrCPwlqNp9oiR7s7VktkdA8YRiJRIG4XP21pPww+IXwG+Ft9oXh/WIfEnnXkVroVnp3hyysLXwjp3l7BDDC1xGsyR7QR50pYkgHcOCAeC/tzf8Fil/Y6j8JWt9c/DGz1jxZrlnpkVpqOuags1rZzT+VLqXlGyiaSCDIZwr+2QTXr/AMA/2sZbnWLGDxR4403x5/wm14q+G5/CngLV7CwsoDDuH2m4kluY9jkZWd3iQlwozwa+RvFVja/HT9vCPwzY+FfEevWfwd1Wy8V/F3xNruqaVLq+p31tEbvSdMtm+1xxQ2kBc3EyQqka7FRkYyOx9E/ZGsPEHxO8TfDH4jfAM/GzwF8B/Gt/cXmt+FdcGjto5tmWZ1u7OK5luL21hml2kRWskcexlZI1ySQD6g1f9oTxT4c+MvxG8P6t4J1Cz8O+FfDkPibRPE6Tyf2Zq6ESi4s5XETmG5iaEsVVX3RyKwGcg+T6z/wU+uNP8V3OnQ+HfCMml2/w7l+JqeJk8cCXQX0mOcQCQ3C2ZJyfmO1T8oOMnAOP8R9V1L4M/wDBS+4SH4kapo/hex+Et1r11B4l1K61TSred9agi802/nxkv5e6JMPnLgAE/KfAfA//AATrh0L/AIKIab8LdP1rQJvAK/C6TxO+kz6HeNbX4n8Um++ySI97vFutyyyeUHUEKsbIUyCAfoz+zz8VL74p/APwj4u1hdKsbnxBpEGpTx2M80tnH5sSygpJPFFLtCnOXjQ88gYrwjwd+354w+Jv7L/xM+LeheD7T/hD/C2uT/8ACMXDyS3Eni3QLOZEvNVjjQKQHRLqSALuEirEwyGGe3+IX7Mfjf41/s9W3w88bfEt72PUopbbxPrOkaOuj3eu25BAt0QSSJbowOJGjbc6gquzcTXmHwZ+MHiy48X/ALQXh/SdZ022+F/wJ0ix8PaFJb6HbR+ZqEOmS3F/AQB5flWym0iVFUBW81TkAUAfXfhjxdp/jTwtY61ot5bappOqW0d5ZXdtKJIbuGRQ6SI44KspBBHUV4Fo/wDwUA0K0+OvxEtfFGreD/B/w08F6naeEtO8R6trkdo2veIWhM13YwxyYR/JR4UGxi7S+am3KHHkf/BFj9lTxN8K/wBkvwP4pf4reMdQ8L+PvC0GuyeDbmxs/sOh6hfD7TNLYyLGJoIQZPktkYRIckKM4Hiv7Cfwoh8ONq/ja80H9oPUfCvwkg1SL4ff8JvocMbaG6rLLf69Kt19m868u2MiIFSTy4x94PNIFAPqL4df8FRfCms/tO/HLw5rHiLwyvg/4Zw6DNpl3p4uLq+vWvrWSSZWjQMH2uihfLXPzNnpmvRP23v2wV/ZF+EfhfxVHp9hq0fiTxZovhpFvL82EMS6hcrB5zSbHI2B92NvOO1fJ+j/ABrs/CWk6f8AHHSNc+Pem/8ADTmr+DLaDVLbw3oMyz+cEhsIlhlkkEUUkU2Jiqs4yzIQ2K+lf29fgrqv7SHh7wz4etbPVbOy8L+JdL8YNq9jd2KmOXT7jz1gKXRwN20fOVZQM+lAHAP/AMFWIx8c/iZ4B/s34c/b/hp4ftPEUt6/xCRLXVEuEuWW3hItCxlX7Kd4IwokTk817h+x5+0n/wANJ/sa/Dn4ratp9r4VHjvw3ZeIXsW1AXEdiLqFZVj89ljDEBwMlV5r8p/2Wf21U/aY/wCCqXx60Ow1H4nWsfxQ8H6XoGhale22g28eum2/tGJjDK0YgmjkWSWS3KbXlW3lyflAr9Jf2M/hTqX7Pv7HWj/DHxd4Vik0D4W6HZ6Lps13cwahc+ILSztkAuJbaMFIZS0YxEHkwcYY4FAFn9mb9t+z+O/xD+LNreSeH9H0HwP41fwXoV5/a8bSeIJIrWCW4k2HAVlmlkiVVJLCFjXbeH/21PhH4sm8Ix6X8TPAuqP49lMHhxbPW7e4OtSBGkKwbHPmEKjnA/un0r83f2JfDvg/x1c/sleEbCHwpJ450/VvFPxr8aRWVvbfb9EmIuxHa3KDMkJSbW4Y9jBf+PdcY24rvP2btOhn/Zg/4Jl+Za26uNVSUZjB2H/hFtWbjp65z7ZoA/QTxn8Y7Xwdqb2kmjeLb91jDmTTdEuLyEZGcb41IJ9hXgv7Lf8AwUpX43fDPxr4g1rwP400v/hE/FuueH44bDQ768+2Q6fdy2yOXaJFjlfyxmMn5WOCab/wUI+K/hv9m/wV/wAJN431rwZqV/fXH9n+EdBu/Dq3Wp65fzfu4LC2BuV8ySSRkXcQqLuy20CviX9nL4O+Lf2fPhp46+D/AIq+G/w18d/HbVtcn8YW/gqDw2bvS7yz1d1ujM11NcJFHZWdy0tq7tGdj28YAfzEJAP1t+HPjL/hYXgfS9c/svWtF/tS2S5+watam1vrPcM+XNFk7HHQjJ+prz74vftjeG/hF8YNM+H8ml+LNf8AGmuaNc69pulaLpjXL3ltbyxxSnzSVijIeWMfvXQfMOa6T9nnwT4m+Hvwn03S/FvipPGetW4YyaomlQ6YJULFkTyYSYwEUhAVxkKO+SflT9pnQp/En/BXLwf9l8P+ItfGifB7XXaPR9UXT54GudVtEVt7XEGQTAwwGJGc4GKAPT/CX/BQldQ8VX3gnUvhv4+tvitpuj22vX3g2yNnqFxY2VzczQW0j3izLaAuYWYqZty574NepfBP4m+LPGHwf/4SDxr4BvvAviBTM0vh9dVt9XnVUPybZoSI2Zxj5QeGOMnqfyf/AGYdL+LPwc+C3x4+JP8Ab/i7wX48+DHwG0nRtQ/tCODVbiTXLeDUtXMV216lw0jJHd2xcK4wZNuSAK/T74QfDzxJ/wAKW0+4vvil4q1LVtajt9YuNTv7PTGeHfAhkijRbZY0gycgbSy8/NQB01j8cbi/s4Zv+EG8fW4mRX2y2EKumQDhh52QR3HrU3gD4u6h468batpc3gnxf4fstMgimi1TVIreO11BnJ3RxBJmk3JgZ3Io+bgnBFfFmpftufEbx5oPwy17wvrutaL4T8efGKDwHpup6rpmnTHxRovlXJOq2iLCPJSWSA+UXB3Jh8YIz7f8EfFVx8cfjJc2/wDwtvxppOvfC+/MHifwLdafpVs0wmQ+Q9wUgLyW8qFZYpYZAp6Z3KyqAfTma8/+PH7S3hH9mq00G88aalJoel+INWh0SDUZYHaytrqdtkC3EqgrAJHIRWkwpdlXIJFd5AykYUg7cDg5r5d/4Ko/FXxX8HPgNHq2j6X8Pta0y/8AEPh/Q3tPE2my6hGZr3WLa1EnlAhD5fmq655DoD6UAeyftM/tB6d+y1+zf42+J2t2OpX+j+BdEutdvbWxRXupYbeJpJFQMQu7ap6kD1IrL/Zv/a48O/tQaTrraHZeINL1fwvcR2uraNrNibO+s5JbdLiHgkpJHJFIrJLG7Iwz82VIHxr/AMFK9H1Lxdp3jb4AeEfhnoOpeMviV8P/ABJrthqGpeO9RitfskLxQTMYliZvtDPeI0cOfLO0qZFUV7p+y/8ABT4f/H/9jHwz420Nb3w7qnxM+G+l6dN4isr+aHUreFrVXhIm8zh4ZXLLg8OCCSCRQB0Hwv8A+Cl3gr4sfEaz8H6b4f8AiBH4sn07UtQuNLm0NkmsBp1+un3ccmWA3LcOgUrlZFYMrEVHJ/wVL+FZ/Zt8PfFC3u9WudD8T6pZaVYWP2ZYtUka61YaSkptncMIhdEgueMKSM9K/M748eMvEnib9s3wXJqXj7UPG1xDb6F4JsdVIjsW1lNO8ceGrK8vgIRgNeXsOosyIxVlRByu2vPPh3o1nd+EvhO1tG0a2uieEEQEE7R/wtq6crz2O0fmKAP29+N/7UfhP9nTwV4k8ReLrjWLDRvCWnyapql1Bol7dQ29tGpZ5A8ULK2ADkAnHfFcV8aP+CiHgT4HfE74N+FdV/tSTUvjZKw0ny4RGumwbYgtzeCQq0MTTXFtAMjJlnRcZyK+Sf8Agsb8HviZ8QvHnxk1jQfBniHU/C+n/BWPRrG/hntIbU3E+s/atWA82ZMsun20edw+Ynapyc1R/Z88U+Gf27dC8Ya54mufCsnij9o/wzd6Jodtq/222m8GaRbWlvdR6LtVU8u4gF7FevNFKj3J2yqyLDEIwD9DPj78c9B/Zq+Cfir4geKp57fw34N0u41jU5YYjLLHbwIXkKoOWIA4A6muH1D9vr4c6PrX9m315r1nqH/CLSeNWt5NDu/MTR4yqyXhxGQEVnUHPIPavj648T+LviB/wbx/GLWPFXxWt/jANR+HmurpfimTwpL4bu721itri3V7iKSRvNbdGSJwF8xQrfNncbXxSgk8YftCfF7UtNjku9M+H/7Kw8PXdyqHbFqV79pu1tv+un2aCGQqCcLPH60AfW/hH9vz4e+N/iN8N/DGmzeIJr34saLdeIPDFxJotzDaajZW8ME7yiV0CqDHcwkZxndjrXr2r67a6DpFxfX1xDaWNpC89zcTSBYreNFLM7MeAoAJJPAxX5k/sofFfwv4/wD2m/8AgnpZ6D4i0fX77RPgbrMeoRafexXL2LnS9BAWZUYmNiVYAEZJU+hx9U/tCfAzxZ+3dqkngnxBbz+C/gjI4XxDaecF1vxyiMG+xHZn7Hp7nBkZXW4lCbMIjMWAOw/YU/bv8D/8FB/g5N448Btqkekw38tg8GpQLb3SlcNHMYwzERTQtHNEzY3xyo2Bmu9+O3xs8P8A7OPwb8TePfFd1JY+GfCGmz6vqlzHC0zQW0KF5HCKCzYUE4AJNfB/7Pvw/wDjH8cvhNefGj4Z+JPCmjfF7w34m17wkdMu9NFr4c8ZeH9O1S5t7LS76OEfuJYEB8m7hRZFPyuGjZlrsv8AgqJ4r+KHij/gjD8W9W8WaB4R8A+I7jwLqn/CQaKuovrUUQMJQJDdoIBkg5JKMFyBzyaAPqD4z/tU+FfgT8FPEXjzWbi4m0fwz4dm8VXVvZoJNQk0+JPMeWO3JV2AUj0AJxnPFd54Z16PxN4dsdSijuIYdQto7mNLhPLlRXUMA6/wsAeR2Nfin+30vxev/GHxNt/EcfhOOWz/AGTvFKQ3ptXT7XpLXtgxEVtBczYlG3y1kkcA/eKDlK++v2DL3xbY/tkfF7w34g8e+JPF2m+H/BngyexttQW3hgspbmC/8944YEVYy5gjyOT8o5PUgH2FRQvSigAooooAKKKKACiiigArH1vwFpPiPX9N1S+0+yu9S0ZnfT7maBJJrAuu2QxOwLRl14YqQSAB0rYrz3xj+0/4R8C/GO38A3txq03iq60g67HYWGjXd+/2MTCAykwROFAkIXnFAFr4t/s0/D/4/Q20XjzwT4T8bQ2W4Wya9pFvqC24bG7Z5qNjOBn1wPQVc+EPwJ8F/s/eFzongXwn4a8G6M0pnNhommQafb7yApbZEqqWIUckE8deBVd/jtoqW3nNYeNNv90eEdVZ/wAhbk1J8OfjLpvxG8DyeI0tfEGhabGZvMTxDo9zotzCsRO6R4blEkWPAyHI2kc0AcnH+wv8L/7auLybwrb30d1rVx4jlsbyeW5sJNTnkEkt41u7GJpiwBDMpK7QF24GLXj79jL4b/Ev44+H/iVq3hq3bx34ZjMFlrVrPLaXTwnnyJjEyieIHBEcodVPIANU/hz+2X4K+LnxXk8K+G9U/twt4UtfGVvq1mY5NLuNPuJ5oIpI5gx3bnhc9MEDI4rZ+Nf7R2g/AvxD4FsNZOoNJ8QPEsPhTTPssIkUXssE1wvmc5VPLt5Mtjjj1oAn/aF/Zi8D/tVeCrfw94+0GHxBpNnfxapbRPPLbyWt1Fu8ueKWJlkjkXcwDKwOGI7mvKde/wCCR/wF8VaVNp+reE9Z1bT7obLizvvFusXVtdJ3SSKS6ZHQ9CrAgjtXpPxu/ah8O/ATxP4B0nWF1W61D4j+Ik8N6Rb2FqbiTz2hklMjqvKwokbM7nhQQT1pnwO/ag0H4+eO/iHomgQ61MfhrrX/AAj2p3s1mUsbi9WNZJIreb7spi3BJAPuNwcGgDU+JX7Nngv4u/AzUvhp4g0O2vfAuraeNKutIDNHDJajAEXykEKMDoQeKm8Efs/eE/hz418WeItF0e3sda8cS2sut3asxe/NrbrbQBs8AJCoQAY4znJJrrH1CMQtIJF8uNdxfPyhfXPTHB714zon7eHgfVv2Krj4+TSa5pfw9h0efXvN1HTmtbz7HEWG8Qtkkvt3RgcuGTA5GQDa+CX7FHwx/Zx+JvjTxh4J8J6f4d8QfEF7d9dubYti78jf5aqhJWNQZZG2oFBZyTk0vhz9iv4X+FPBOieHbPwXoa6P4b1geINLge3En2LUBO9wLpWYFvMEsjtkk8sa7f4e+OrX4j+BNE8QWMd7HY69YQalardW7wTLFNGsiCSNwGR9rDKsAQcg1H8RPHMfgHwLqniBrTUtRh0e1lvJLTT4PtF1cLGjMUjjz8zkDhQckjFAHnXxY/YA+Enxx+NnhL4ieKvBel6x4w8E3K3el38m5dsqA+U0qKQkxjY7k8xW2Ngrg12HjD9nvwl4++Lfhnx1rGjwX3ijwfZX1hpF5KS32KK8MBuAqH5CX+zxDJBIC8VF8GP2ivCPx3+B+g/EXw7rUN14R8R6emp2d/OptlMLd3D42EEEENjBGKj+NX7SfhH9nzwrpmueKdSkstL1fVrDRLWeK2kuRJc3syw2y/uw3yu7AbugznpQBn6F+xv8MfDGs+G7/TvBeg2Nx4Ru9Tv9H8m3CR2VxqLbr2VUHy75STkkE8mpoP2TPh/Y+EfEXh+08N6fY6H4u1Ztb1qxtkEUGqXTeXveZQPnD+THuU8MBggjitL9oH47+H/2aPgp4n+IHim4u4PDvg+xk1LUXtbZrmZYY/vbY1BZj7AZp3wX+PvhP4+6Hd33hPWrfV49NunsNQjXKXGm3SBWa3nibDxSgOp2sAcMD0IJAMvVv2WvCviv4j2finxBDeeJtS0e5W70eHVrg3FjoUqrtElrbYEMcg7S7TIOzjij4t/sl+APjh458I+KPEnh2zvvEvgPU01fQtWQtDfWE6hlwJkw7RsrlWjYlGHBU4rU+P8A8dfDv7NPwh17x34uvpNN8M+GbY3mo3McDzmGIEAkIgLHr2FdRpGuW+t6db3VuzSQXUSTxPsI3IwDKfxB70Ac3pnwN8P6f8Qtb8VSWxvtf163Wxubu72zOlmpJW0jyMJBuZmKAfMzEtuJzXjOpf8ABJL4JRajql54Z0PxB8N7jWpmub3/AIQbxPqPhqG4mbgytBZzRwlzx82ztX0fPqMNsPnkRcMFOWAwT0rzjwX+2B8O/Hfi3x7o9n4ktYrz4Z3hsfEJvM2sNnILYXTESSYWRFhO9mQkKAckYoA2vgV8DNJ/Z7+Hdn4b0a717Ube0LM15reqz6pqF0zMSWluJmaRzzgZOAAAMVzPwe/Yc+FnwN8Ar4b0HwXoP9n/AGm5vJHvLKK7uLie4meaaSSWRSzszyMck9MDoBXffD34k6D8W/BWm+JPC+sab4g8Pa1bpeafqWn3C3FrewuMrJHIpKsp9Qa5eT9qbwPH+0S3wp/tyN/HUOhDxJNp0cTv9nsTKYlklcApHudW2qxBYKSAQCaAND4R/s9eD/gRJ4gbwjoVnoQ8VavLruqLbZC3V7IFV5SDwCQqjC4HHSm+JfgB4f8AFnx08K/ES8W8bxJ4O03UNK011nxCkN61sZ90eMFj9liweoG4d66zStZtNe0yO8sbq3vLWcZjmglWSOQezLkH8K5XSv2gvBus/GrVfhxD4i0//hOtFsItUudFd/LvPskhAW4RGwZItxCl03KrEKxBIFAHmOof8EwPgzrXgH4ieHdQ8J2+oW3xS1PU9W166uSJL2ae/IMxSYjegGBsAOFwK67xh+x/4R8at8K1uF1O3t/g7qUOqeHre3utsSyw2klpGJgQTIqxSNjkHPOe1bnh79onwf4l+LuteAbXXIf+Ey8PWsd9e6PPG8Fz9kkOEuo1cDzYC2V82Pcm5WXOQRV/4qfGfwv8EPB03iLxdrmn+HdBtZYobjUL6XybW1aVwiGWQ/LGu5gC7kKM5JAoA3db0SHxFo91Y3Qdra8jaGVUkaNirDBwykMp9wQR2NeQ/s5fsGeBf2ZtC8e2OlHxB4iX4lanLqOvz+J9Vl1m4vVeFYFtjJNkm3jhUIkbZwpOSc13eqfHPwpo3xC0Hwnd69p9r4i8UWkt7o1lLKEfVo4sGT7OT8srKrBiiEsE+bG0E1F8Gv2gPCfx/wBL1y/8I6xHrVj4f1i60G9uYo3WFLy2bZMiOwCyBW43oWXORnINAG14F+Hui/DDwfpvh/w5pljoeg6Lax2On6dYwrDa2MEY2pHHGoAVVHAAwAAK4M/sT/DFfiP4h8ZQ+EtOt/GXiZvMvNeUs2oxvsEe6CZiWtztVRmHZ0z1rpPif8efCvwcHh9vEmrJpo8Va3a+HdLzG8n2q+uSwghGwHG4qfmOFGOSKXwf8evCPjnxF4x0jTdcs7jUvh/dR2fiKEts/siWS3juVWUtgDMMqPkEgA9eKAOV1L9izwbrPj/QfFV5c+MbrxJ4Yt7i00vUZfFF+81nHcBRMFzLtO8IoJIJ4GMVlfGb9gnwV8bv2cvFnwv1i88WP4f8aXaXmpTNrMt1eGRZY5fkluPMKKWjX5VAGCcYzXr9x4s02y8NzaxNfWsWk29u13JeNKvkJAq7zKXzt2Bed2cY5rg5P2z/AIQw+DZPET/FL4eLoUVqL19QPiKz+zrbld4l3+ZjZtIOemDQBqWX7PPhK3hURaXNDtUL8t9coSB0BxJWJ4c/ZI8K+C/2if8AhZmlf2pBrz+HD4YeKS9aa2NqbpbncBJuYSeYuMhsbe2ea9M0vU7fWtNt7yzuIbqzu4lmgmhcPHNGwBVlYcFSCCCOCDTbnU7eyheSeZIYYx8zuwVV+pPFAHicv7FsNz+1z4s+LUHjPxfo+peKtC0zQZtP06WGG1WKykunSQ743LOxumz0ACDrkitSf9jLSZvG2reJV8XfEC38Qa3psGkXWoQ6usc5tYXleONCI8R7XmkbKAEluTwMX4/21/g/P8YdN+H9v8TfAt3451Z5Y7TQLbW7efUZGjXc4MKOWUgZPzAdDjODXqKyjueT7UAeb6h8E9Zh8AaZ4X0jx14k0vT7G0+yTamzLea7dKOB/pc4dQxHV2iZ+4ZTzWZbfsPfDOL4A6p8Nbjw1BqXhPXJZbvVIb6Z7i41O8lkMsl7NcMfNa6aXD+du3hgpBGBjsfhv8cPCHxd1nxNp/hnxDpeuXng3U20fXIrSXzG0y9VVdreX+7IFdTj0YV0l5qMFlEzSyJHHGAzljhVB7knpQB41+y5+yjq37Nmua4snxW+J3jrw7eLGmlaP4ru7a+TQ1XqIrhYlnkB6DzXYhQBk9axPEX/AAT30Xxf+194s+Kep+LfHslv4w0TTdE1DwzbaubPRriKzNzsMqxBZZM/aZMoX2fO+Qd2B7qPFuks7KNSsNwGSPtCZA9etUoPij4auvF0fh+PXtHk16SA3UemrfRG8khUgNKIt28oCQC2MA0AeL/DD/gnj4Q/Z4/aE/4Tb4Y3WsfDzSdUjuF8QeDdEZIfC+uTyIqpetZ42QXSbF/ewBC44cNgEbH7Zn7BXgD9u1PAFv8AEK31LUtM+H/iJPEttp0U/l2mpTLBLB5V0m0+ZCVmYlAVzjBJUsrewDxJppuZoPttn50LbJE81SYyADhueDgg4PNJd+KNO0+1muLi8s7e3t0Mksss6IkajkliTgADJye1AHmXxw/ZUs/jP8Y/g74tbVLnS5Pg/r1zrtpbQQq0d+0+m3OnmFifuIEuGb5R1UDivRPF9trl3pBj0G80uxvGbia+tZLmNFx/cSSMk5/2hU8Hi7SbvQ4tUh1Gwm02eNJYrtLhGt5UfARlfO0hiRgg85p0PifTbi+S3jvrSS4kVmSFZkaRgPvEKDk4zz6UAfOXxs/4JheE/wBse7sJPjleL8RLHTZ0uIdETS7bTNMDpnaWKK15IOTlHujG39yr/wCzB/wT6tP2PPivdXngXx149tfhvdaebWH4f6lqLaloukT5XZNYtMzTWyKi7PJDNH3AU5z7zL400iHxIui/2lYjWGtTfDTxOn2o24YIZvKzu8sMQu/GMkDOa1sUAeB/Fv8A4J9eBPjd+2R4H+M/iRdW1PXvAGlSaZpWmyTr/ZId5vOS6kh25eaJh8hYlVJDBdyqRuL+zDj9ukfGU61J8vgRvBf9lmD5WzqAvPtPmZ6jaE249TmvX9oz0pdo9KAOT+LHhvxF4y8O/wBm+H9eHhee4l2T6kloLi6t4SpDfZwx8tZjwA8iuq5J2MQBXjvxa/YOutQ/Zpi+Gfw08c6l8NtNvPtMGuXK2Ftqc+uQ3h/0+WZ5kL/bJd0rC4DA+ZKzMrDAH0dijFAHK/Dn4Xaf8LvhJovg3RGuLHSPD+lQaPYMpHnQQxRLEh5GNwCg8jGe2OK8lT9gTR1+EmtaTqnijxl8QPE+qaVd2MGv+NNTbUpbWWaGSMSpAgjt4dpf/ljEhwMZ5zX0JigjNAHx7bf8Ewtasf2bf2f/AIfp8VvEt5b/AAW1jwrqUou7a0+zagmjeWTGqrCsq+Z5eF3SNt4zuxXtXx0/Zotf2kJY9L8Warq1z4Lh2mfw7ZubS21lxn5byRG3zW54zDlEYgbg4wK9Y20YoA+VfEf/AATC8K/E746fF7XfGVvpmseD/iZ4f8O6Fa6DDA1q2jnSTcvHcJKp+SVJJ1MTR4MfljBruf2f/wBnLxl+zN8I9R8P2/xQ8V/FHUlnI0O98deRNJpduOI4pJraGOW4Cjlnkbe+0fMmSa9w2D0o2j0oA+UNf/4JO+BfiB8RF+Jfi7Udf1r40R31tfW3jezuDpt9p4gUrHZ28cJVUsOWLWzl/M3sXZ2wRa+EH/BKvwD8GNC+BMNhc65c6p8B97abftKA2qtJYT2EpuEP7sbo7h3/AHaqQyrg4yD9ShAKNgHagD5g/bt/4J+N+0f8JNSsfAV9oPg/x9qmvaTq7+JtUsZNSlC2N9Fd+UfnEhjJiAEYdV5I46i38Wv+CeI+M3gfSZtV+JnxAs/il4dna80fx/pklrY6ppcrpskhihSIQGykGN9rIjI+1S2XUOPpTaPSgKB2oA4r9nzwR4u+HnwusdL8ceMv+E+8TwZ+163/AGVDpn2w9j5EPyLgema4hfgv4s8PfFD4m+PtPl0W68aeL4LHQtD+1b/sej6baeaYmkwu52865uZnRSA58tMrjfXtuKQqD2oA+ZPiD+w7dW3/AAT0+KXwl8L3v9oeLPiLo2spfa5rLBH1bVdRjlEt5cGMfKCzgBQPkjVEHCgV6lrPwDs/iF8CtJ8C+JJruXSIbG1sdTgs5vJj1WKOJUkt5TjeYJCCGVdhZflJwSD6TsXHSlC4oA+Vf2of2Y/iV8Xf2kPgXa+H7fwFp/wh+GviW38UXLKJrfVLN7S2mghtIolzC8TifIIC7BEBg5Br1bxB+yb4V8Q/tR+G/jJ5WoWfjfw7o11oIktrnyYdRsrho3MN0ij995bx7o8nCFmPOa9T2g0uMUAeQ/sqWPjyw1f4kx+MfEV94l0v/hKpm8NXF9pkVhPb2BhhJgCxgB4Y5jKscjDewUlieDXOf8FLP2UvE37Zf7Ld94J8H+JrHwf4jbWdI1mx1e8szdxWcthqNveKfLH3j+54ByMgA8Emvf44FiJKj73Xml2g0AfIPwl/4JaX3hz9ofT/AIi+Lfi5428Qal4es73SdHh05I9JaazvJorm6/tGZC811PJPCjb43hRVVUWNVAAwvgN+wD49+CHxp8aeA5Lvw/4k/Zk1Dw1qa+FdIv0aSfQ72+u455bC5hLbLi0jPmNAwXMaOyE5Ck/bm0Y6U3YvpQB8Bfszf8EoNW0T4L/BjwL42XR9DtfgTp32Wz1Xw6EW/wBe1IeY0V5HKVL29tBJM06RP8z3AVmVVQB2fG/9iP4zfEfwR8GtI1Lwn8L9c8XWfiHQR418b6ZcnTJbfTNJ1oalEI7VosSCVYoyyRuNs8shC7MY/QDYvpR5a56UAfG//BRb9iTX/jB4D8ZD4b+B/CviHxZ8SrV9DvtU8Ua/d+X4bjnjFs9/a2kiy2+Y4Wkby4hEzuQckk15j8T/APgklrGueHddi8OaH/Z+uXEWlR6LfS+Mzb2+iy6fo8miLdQRQ2IdZJbGZy6yM6+bHDkFUwf0X2ilC4oA+R/2hP2c/H/xO/4Jb/Fb4PaL4H8M+GdVvfB194T8IaNp2ti6tTbG1MFsJJpIYFjcgfMMFRx8x5r0L9n79nnxL8B/hJY+G9Jg8CWsclvG+qmWzurmbUrtokSeaeV5i0zsVwWfJKqo6YA90Mak9KXaKAPjLw9+wDqXgT/gpH8J/iJ4f8DfC/wz4R8K+GfEljq914X0qLSZpru+aw8gSxg5l4glIYAhcvn7y19nUgUA0tAHzd/wS0+Dni34H/s36xpPjTRn0PWL7xv4k1iO3eWOQvbXerXNxBJ+7dgu6ORTtJ3DPIB4rV/4KAfs0eNP2wfhDdfDXQfEnh/wt4P8ZWlxpni69uNPlvNWFo4XC6fiVIY5ThwzTLIoBX5DyK97ChaXFAH5y/tgf8E8vGy/Gpr/AE3wv4x+OXgfxd8J9Q+GGvwyeMLDSdas/Pvba4E8TzrFbrGY4NpWFRhiDtOK6j9kD4EeOvhd+1np+oeF/wBm3T/gH8PdVtbyXxrOfFFhfS69ci3gisDFb2byAGExuPmCqBNIQMsTX3jtHpQVB7UACfdH0paKKACiiigAooooAKKKKACvkX4oeHLrxf8A8FbodLs9X1LQLi8+Ctz5Ooafs+0Wki67blXUSKyMATkq6lSOCCDX1z83tXyx8ef2bvG3i79vyz8dadpcl14Mm+G83hW/lstcXTr5rltUiufKGVJETRKwZkKt2BBoA+dfiB+2d4n+Ln7WnhP4I/ELxRa+CvBnh/xMn2r4iaBNcWOnfELULdVkttDhmwEtLg7g1wgmZS0JjQkOVH2x+2jo0niD9mHxdanWtN8M6bdae6a1qd4sm2103reY2KWDGHzFBx8u7d1Ark/iv+zho3xv/Zru/hP4i+Dulz+BJoY4l0iDWILeKHy5BLG0bIqtG6uA29cNnJySST0XjDwr40+Ov7MXj7wrqWi6V4L1nXNM1DQtII1V9UjWCW28qG5mdYkKt853Iu/G377ZzQB+aMkfwp8H/tkeNHt5vhDpfw7j+B+kSWZvYdam0W3sobq6kQtGrIzRLGFcgkDbtIIbdXaPqMniP9pvw1qE0lneR3H7R3ha4t7iy8wWdxFJ4JLJJAshLrGd7EBiThjknNepfHL9gL4zeLfEfifw34QuPB9np3iP4FaZ8Mr3W9dgmms5pBLcw3ZhSGRZklSGYyoXUqThSOcjqPjL+yN4gs/2i/gTo/hH4fTXGj6T430rxj4u8atqkTQt/ZmhXGnRq1u7+csjB4ETYrJhWzjrQBx/7SPif4w6/wD8FbPh7JoulafHotn4N8T2Pg/TNSjjWaPUUNpHPrUrMx2RbZ1REUFnSKTgeaNuX+zN8Cbf9nT9rz45fD3S/DfxJ+JFnoPhjw9q/laf4kNjFe6rqCai+o3UomvYVSe9mjVzgFV28bQMV9Q/FT4R+Ita/wCCjHwa8YWWkvdeF/DvhjxLp2p36sgWynumsGgUqTk7/JkGQD05rnPCX7K2oeKP+CiHx38Wa3Z+J9N8MeKfDPhnTdMv7DWJtPh1B7ddRW6TEEiuWj82Ib2AI3kA4oA8/wD23vA3h/4P/wDBP/4c6RZ+HPEHw90H/hOvDCXug2moXFxeWkV3qcSXNo0lvJI8gdZXRxG7KwY4NfPfxw8FeHb79pL4/afdaH4zb9n3wL4N8H6h4q0X7VqdtfPpttJeS/ZbO1nZHSHMUU0siFWaO0MaZLEV9qftdfsr6ze/s4eBfBPw3sZNQbwz4z8Pamq6rq0szRWdpqUdxPJLcTu8sm1AxxuZj0FWPhf8DfG2nftl/G3xp4g0rQbrw/408PaHpWkJHcZjuzZi+85JkILrlrhBkrgg8A4xQB5Z8H4dO1T/AIK76cnhfXPEmoeBdQ+B0OvW1tca7f3tjObrU9kc4jnlYZaEcZXPXpVP453/AIV8B/8ABRTS/hfJa/DPwd4NvPhtc+KpLq+8Nw3Usl6mqR2xXzGKgIYXc49VJ6V137KXgD4keL/28viB8WPHfwvj+Gel6R4OsfAXh6yTWLfU5NZWC8ubqa6hMJGy3O+BI1lRJDzlVxTfi3ovxetvH978atW8N+MdQsvCVjc2Hh34Z+ENVtRfanFKh8261GWSRY7qTdGhitY32Rg7j5j5wAeTNrHw38dftU/APwD4Puvg38Rvhr8SItdOs2dh4Vtvsv2Wz08zW7RujGPYbhlHQg8gc13X/BY/wBr2l/s3+AbLwxrml+GdBsviJ4LsLawj0VZjaN/bdpHG6N5ir5aAr+6KYIUjODisf4I/sn/Hv4DfsQfs3XXgPU10v4kfD3QdJ0bxZ4L1m88zRdd09igvInIIEV7ArtJHPGyhnjKsHUha9m/bX/ZB0H473kfiTxZ/wsTx9oegxxTWXw503Uvsuj6tqMUnmW884jCOzLIqYMsvkpjcVPWgD85P2lviD4sj+AP7T3gPxtdfEb4ma94u8c+IPBei6/aeIptJ0u2Nt4cTUmB01LnyxFH5Eu5VjYEufWvuD/gmb4q8LfFHxR8VtU+HuhaxpwtYNF0678U6l4jutYt9f1FtKguWBt5ZCFkto54I3dWy+QCTtryTwn/wTN+Jnwk1Pwnb6U/hfW5YpvEHiabS30ZLbRdB1zWY2tppZbvzFaezt7WWSKO3ig89yFLSqhNdB/wSg/Z1+M/7APgzxF8BZPBWkTeE/h3o8t34Y8VwyCOz8eXt1dyMs1wdzPbyxRKiSRHsoKnBXAB5n/wWR+MPxZ8SfDn9oL4b2vi3Q9U8G+Bfg9LrHix4PDxtnbU7252WVss3nMUZYYZZto6rt3ZDDH0F+wUPGX7V0PhzxL8QvFk2g618HJR4fv8AwN4euXt7eLVIYkQ3moSEBrlZ7d45oYgBCsVwhO6QZXjf23/2VvGnw9/4J3/EjwF4R8GeIvi78QPjlLI/ijxDY3VtBINSupI085opnRlsYUCRoibvKhjUEH5mPqHxt/Ym+IHh/wDaB8PfF/4I+KtF8K+MpbKz0LxvpOv2813oPivTIV2rI8cJWVb6Af6qVWGV+Q5UmgDpP2+/jx4F+DHgbVLrx1qOm65Y2Ni2pR+EIvDkevalfmAeb5kdrklgNmd7hUTGSwxmvzA1f4ZeD9T+HXxE+PHjbT/D9p8HfEc9h8RbTwdoq+GZtU12H7BEgtborco0NuwWLdZwM29i2+V1/d1+rf7QJ8QfETxrD8KdN8LaoNB8feHNSj8WeMIYVjt9Gt3tJLaCKJ2OZbt55FKxkMFiV2bGRn5Tk/Y38cfEH9jXQvgvrOkfEi08NXF/P8K/EcsN9ZG6t9It4/ItNetWkhKG1ZYoy6MhfEpC425IB9deCvD3jj4a/Bu5l0TUB431DWpEn0Cw1CztdFs/D8EiL5cDC2UfuIhyfvyEnAyMY/MVPjHB8Nv2Ivib4w8Wal8GvE/xi8XfEC68K+IvEWr2kiakwfWDpazKjFxBBBBhooY9saBd33yzN+mf7PXxP8eab8NfEFp448Ca5/bngfVJNFhl00RyQ+KrVApt9QtBJKNqvEUEiuV2yrIACADXz1p37EWpax8BNU+Huual8ZINFuvGk3jKGLS9G0eIW0x1U6nDEHlMrsqzbA2W+ZVIGM0AbH7B/wAXrf4eftUr+zj4Jh+GC/C/wL8PrfW7H/hGpLma6guDfPbNHLI7lWJCFmJyxY5JzxXVfFLxbrD/APBRvwL4RvfBvg+31TxV4J8RSWPjKz1WT+3NMtbW4sj9li3WwVFkknhZhlwPKJ5wAafhD4eeJvBv7elt8VLrRfih4uuPFHh+28DTiTSdK0+z8PWi3b3JvpnW4V5VDsFKojOoyQDWH+0P+z7+0f4w/aHm+M3hOb4b2OveB7fUPDHhPw1Mktx/aujXklu91dT3TFFjvi1tE8MZUwqFKybt24AHm/xG+L9x4p/b5+Fvwm0TWviB4F+NGtNK/ie41VdOln/4RC2immkFje/ZiJ0uLkRqhjIkRllZljKnP0J+1J4RT9k7/gnj8QraPQ/+Fs+FfDXhXV7/AFPTvG/iS4u7jU7ZYZZngkmeGV5VYDbtZhheAeBXyj8bPhPD8Rvgj4j0nXf2Yf2sJPife3CaxH8RWfw7qniXStWg5trm1uYdSVFjixtWC2WOHY8i7BvYn6W+IGhfFj9sD9iPSvA8nhm48GS/ELRrnw3411LxZ5CatpVjJa+TNeRWdrNLE1zcZcpG8oSIsC+QCrAHgv7TPhXXPjX+0l8O/A+habqnhvVrXwTYfEfRtc0/VNWv38L3BuEsbq1soUbyoY3tJGhDmPKiRiBnGfTP+CY+g2mvfGn4raE3hyfwvpvwV1CDwjoVhD4h1ieGS2urKG+mM1rdyFCS1wNrFS/B55yfO/HXwh+IHhn9qrQ/F3xI+GPijWtP8F+AY/BNne+E/DNj4psdXZbxZ/tawyTfarYlERTE0RwxYhyoye+/4Juw2Pw7+MnxchtfAnxh02z+J2qxeIJZ9d+Hy+GdN0lIbCC0MIO8eY7GEthFyQ3TgmgB37Wvwg0f4g/GHSvhxaeBfCNjqvg+NfiZ4buL3RJ107WJtPfaYpbqKRI1ZZJk3xSkBlkBG4BseDfsq/C63+M3xu8F+OtBktdc0j48Sv4v8ceGl8CaRDp+j6XbW/2BRdT3Mt2RDJLbhI47Z1aXMkudqEV73+0n+yRffteeFLrw74X0jxB8M/hvBBLcatr0V7eWPiHxFtiZktdOi8zdbws4AkmnQMyHbGnzeYPn39jz9kfUv2Uv2Dfh7qVx8F/EHxu8C+LvCNm3ivwws7DxNodyYwknl288kUd5ZnHNsSJY3dim5G2KAfoV+0V4j8I/DP8AZ81jwuuoeGfCv9t+H7/TPD9jLdW2n29w4tHCxQBysYwu3j7oGO1fIOs+KtW8Wf8ABGH/AIVZDP8ACU61efDtfh4r/wDCw7SRDrC6YsMlpvMAhM6Y3MgkIA6EjmvVPjP8O9Q0z45fshyeBfh1ew6F4TutYkbSplW1j8P2zaLJDHHOw81Y2VnCgZOWGASa8N8Jfs//ABT0Hx94N1q4+F+qLfR/tI+LPGNzYefH5MenXFjdJDdvcY2CJ2ZQrsoJOBwaAPvz9nTx74d8TfDrTdJ0HxHoHiG48L2Vppuo/wBmahDd/Y5lgQbJPKYhWIGQD1HI4r88fh7N4Ztv2lfi1pfiq1h8QXnxE+N+ueHPD1pqHhe216K0e10e1vXXdczxrDFtErBQCCx7ZNfSX7HNh4m+CXjX9qTxl4o+Hus6D/wkXjuHVtMsbby7qTWYl0XTrdfszJgSbpomTJwoYnJ+ViPKb79mbxB8LvCvw11G1sLjxT8e9J8T634+vtDsoPOsZtX1izubXFxfNiG1tbaOaMb2Ys62wWNWZhQBx3/BOzxVdfC34L/A34U6TrUeg+IfiRca/Jp2s+GvDOj6tpkUdhdvPOj3SXLrgRSrEMI5UsVGAoNe+f8ABUj9qfwr+xh8CfFXi2Y+OvE3jqw0SbUbLQtA1/UbdUEaBPttzHBMI7WzR9pklYAckAMxCnzH4d/s7+Iv2DPEf7MsHiTwjr3ibw/8LYNR0BvEfg1F1BHvtZFuk9xf2UiLcwwm4V2Etv5qqrfvNo5r2n/gr14TtIv+CaHx9uLPR0bVvEPhiSG5Nja77q/kwsUOSqlpCoKhcggAdMZoA+f/AIX6Xpn/AATV/YC1LxHP5Pi7WtEsZfFPia5svi5eRXHiXVJ2V7icqigbnZsKvQBFGD1P2N8J/hj4d+DXwz1C70vw94n1f/hN7iPWNT0u71uXWpnuJ40aTDX0+0KGPKqVU9Qo6V88/wDBV7TLzwR+wD4q8O3/AI8+IGr3nizSY9E0yzTw1b6hbX91I0YSBzZ2GYi+1gGZ0UH+IV9ez+LdP+F3wysbnWrpdOtrSygjd3VjJv8ALC7FRQzM5IwFUEk8YNAH59f8Fifjp8Ov2fLv4A6p4k+FeqaDoun/ABIi1fVpYdBsJ5LjT7LTr2WdAkMrM6gvGzKRjC5PQV9g6Fr1jpHxT8MXGifAfVLaPWY5YbrxPFZaRato8JjMi7wLj7Q6yMNpEatgkEjrj5J/4KT/ALO3jj9rX4P/ABn+KGseGtVt7Hwv8PNS0H4ceGlt3n1W6Ny0T32pzW6bmWaRIUjhhxvEe8sNz4X3fWf+Cl/hq68b/C3wz4F03xJ4ou/E+uQ6ZrEa+FNVhfSbM28xNy5kgRU2yRxqdxwA5PTmgDzfwL4JuNS/bN/aw1jSvh34V8ealp/ifw5PNp2rwRC4u7Q6HF5kdrLIjIlxkblWTajH5SyZ3iP4G/tA+D/28v2srfw38JfAPge2+HPw4t7iL4pP4i8Iw2+oR6k+Y7fRooHUFJ4pEeWaT5owFVAWLcT+Bv8AhIIP2z/2otLF94l8E6X4m8RaGV1q08O31zczWseiwxy/2dMkLQrJuGzzju8sliFLAEaOt/sbfBnwX8aPhz8SfhpN4o+F3iL4dz7NSk0bwtqLDxdpDs73Fhfp5GblnlfzFlbdKshLZOeAD1T/AIKW/s76l8aP2D/Efw28A6b4fh1TUJNKh0vT7qWKx09Y7fULad4zkbVTyYZBtVT6AV8y+GfiDe/Ga/0f9orwT4P8D+B9B8E+AvHekWi2V7bz382qQvEkJSLyEEgDWFwRgsCrcjBIr6u/aA+Lfhnxp+z3aeIo/As3jjWNbtWk8KeGdV0Ix399esjeWjwXSK1vt6yNIF8tVYnsD8M+Hv2KvCMfxf8A2f8A9m7QNP09/GHw/wDB3ijUvH+tw+Gnji0+71DS/skVyJmjSKUPdXsxiVXJ2w44wTQB7h+yLr+pfEv/AIKJ+AvFOv3S6hrms/s06Vf3t00CQtLcXGopLM21QFTcxJKqAB6V95I+4fXkV8BfsQTeH7X/AIKVyeF/DevXnihfhN8DtJ8E6zeSaZPZtDeQ6i21ZRIihZHjXeqrkFec45r7N+BnxH1T4q/D631nWPB3iDwJfTSzRNpGtPA15EqSMiuxhd02uAHXDZwwyAeAAdlRSfN7UfN7UALRSfN7UfN7UALRSfN7UfN7UALRSfN7UfN7UALRSfN7UfN7UALRSfN7UfN7UALRSfN7UfN7UALRSfN7UfN7UALRSfN7UfN7UALRSfN7UfN7UALRSfN7UfN7UALRSfN7UfN7UALRSfN7UfN7UALRSfN7UfN7UALRSfN7UfN7UALRSfN7UfN7UALRSfN7UfN7UALRSfN7UfN7UALRSfN7UfN7UALRSfN7UfN7UALRSfN7UfN7UALRSfN7UUALRtwab5i+tHmL60AOxSBFHak8xfWjzF9aAHYxSbBnpSeYvrR5i+tAC7aXHNeVfEf9tL4b/CH9oHw38MfEvijT9H8YeLNNudY060uCUR7WDiSR5ThIxkELvYbirAZwa5D4nf8ABVr9nP4K/EO88J+LvjJ4D8O+I7FY5JrC+1FYpQskSzIwzwymN1bKkjDDmgD6DKhqCgPauS+CPx58G/tI/Dix8YeA/Emj+LfC+pNItrqmmXAntbgxuY3CuODtZWB9xXWeYvrQAuwUBAO1J5i+tG9fWgBQgFLtrlvG3xn8N/DrxZ4X0LWtWtbDV/G15Lp+hWjhjJqdxHA9xJHHgHlYY3c5wMKea6fzPl9TQAuwUbRXNaz8ZPCfhrU5LHU/E/h3Tb+EKXtrrUYYZlBGQSjMDgg5B7isLXf2tPhh4abS1vviJ4Jt21q9h06wB1q2JvLmY4ihjAfLO54AHWgD0LaM0nlr6VheK/in4b8Bywx65r+jaLJcAmJb68jtzKAcEruIzjvjpWQ37Snw7F0sP/CeeCzJIpZU/ty13EDqcb84HHPuKAO02Cl2CuD+Hv7T/wAPfi1491rwv4X8aeGvEXiDw7bQ3mpWOm38d1LZQzbvKd9hIwxUj8Kj8PftX/DHxZpf23TfiJ4IvLUSPCZY9bt9okR2R0Pz8MrKwIPIINAHoG0Uu2uB1b9qj4a6HaW1xdfEDwXDDe3cdhbyHWrfbNcSNtjhU7+XZuAvUmurHi/Tj4mOjfbrT+1lt/ths/NX7QId23zNmc7d3G7GM96ANLYM5xRsBrOj8WadKzKt/YsyttYCdSVPv+Yqn4P+Jvh/4h2V1c+H9a0nXLaxuZLK4l0+7jukhnjJEkTFCdrqRgqcEUAbgQKaXYM1yXjj49eCfhjpst54k8YeF/D9rAhklm1LVYLVEUdSS7DFYvwD/a6+Gv7U1vq03w58aaD4yt9DuBaX0+lz+fDBKRnbvHyt9VJFAHo+0ZpdtMeXb+fpXOfCr4xeGfjj4D0/xR4P1zTfEnh3VVdrPULCYTQXIVirbWHXDKQfcGgDpdopI4ViTaqhV9BQZcR5wSfTHNDShULegzwKAHFc0mwCmidTHuzxjJ9qPOBHDLz0oAfioooNjscD5uemP8/jWP4L+Jnh/wCIsmrLoOs6bq7aFqEmlaitpOspsruPHmQSYPyyLuGVPIyK2JrpYW2/MWwThVLfyoAkCAdqZNAJl29u/vVLS/FWn61e3dvZ31ndTafL5F0kMyu1tJjOxwDlWxzg4PNX96+tAEb2+9Nu5ht5470SWnmsrE8r09j6/Ws+z8b6TqHiK90iDUtPl1bTUjku7JZ1NxbJISI2ePO5Vcq20kYODjNHhXxtpPjjTWvNH1Kw1SzWeW3M9pOk0Ykido5E3KSNyurKR1BBB5oA1Gj3Ke3v6U1Y2U/eb6VHdalFaSiNpFDspYL1ZgOuB1P4VTk8Y6bDo66g99Zrp8hQJdecvkOXYIu184OWIAx3IoA1MUdajFxvRWUbg2MYHao3v0ji8wt8nPP0zn+VADmtA86yfxKMfhR9lUz+Zj5sbc+31otrxLqMOjK0bDKspyGHYj61Hdaxb2byLJNHGYkMr7mxsQdXOf4R3PagB0OmQ293NOscay3GPMZUAaTHA3Hqcds9KnChaztM8W6brmn293Y6hY3lreRmaCaCdZEmQEAupU4ZRkDIyOa0d4HegBaKrx6lDNdywpLG0sO3zEByyZ5GR2yOam3r60AOoqG6vY7VFZnRdzBRubGSegHufSpElDKDQA6imtKqDJNRx3qyuVHUMVOOQCOv+TQBNRTQ/HvTRPlmHQrzg0ASUUxJd33sr9RSPPtPCs30FAElFRif1V/T7tOWVWGdwweRigB1FN8wfWhZQRz8v1oAdRUENw/mSeYoRQ2EOfvj19u9SSy+Xj5WbJxwM0APoqH7WCehx69hUm9fWgB1FN8xfWmpcLIW27vl4+6aAJKKb5i4oWQEf/WoAdRTd6+tHmL60AOopu9fWjzF9aAHUU3zF9aPMX1oAdRTfMX1o8xfWgB1FN8xfWjzF9aAHUU3zF9aPMX1oAdRTfMX1o8xfWgB1FN3r60b19aAHUU3zF9aN6+tADqKb5i+tHmL60AOopvmL60UAOooooAKKKKACmyLuHvx3p1R3MnlRM390Z5oA/nP/wCC1Hwv1/w5/wAFIfH3g3xHcat8VLP4hX3g65utV/4Qm01TVdBtbzU7mKDR7OYlfIjHkgRxRqrXJeQO4JJPT+G/+CscXh+4+Hfxe+KHjTwHpXxZ8N+AL3Rfhr4esfCE1rp/h9r7X20q5v8AVI/PCxtFbWUTLBFIuIUlPzYAP0x+2j/wSQ8Xftw/tX/Fr4sa94FupJtB8feErXw3aS65NYz654Z0iHz9Sa38iQKXuXmZId+GV4s7kOTXjHhf/ghr8WPh5/wSmhXT7jxJ4f8AiF428W6JqGq+DLXw3pF/c6VbR+JDLCZbzymuZ/sttL57BpiuUZSChIoA/UT/AIJE/Cvwh8Ev2BPBHhPwT4/0f4o6Po7X/neJ9KeNrPU72e+nubsxhGYKq3E0qBSxKhACSQa+mK87/Zr+D/iD4JeBrjSfEXjrUPiBeTX0t0uo3ej2GltEj4PlCKyiiiwDk7iu4ljkmvRKACvE/wDgpB8afEH7OH7Bvxe+IHhOa1g8TeCvCeoa3pj3UXmwCe3gaVQ6ZG5TtwRkcGvbK+fv+CrXgXWvij/wTW+O3hnw3pOoa54g8Q+BdW07TdOsYTNcXtxLaSJHHGi8szMQMUAeLfta3viB/wBsD9kvd8UtBmlk8Wa0vmRaZBshc+GdS5YCbBz8yAEjmQYyQAfR/gb8ZPHWrf8ABQ74keAdX8aWHibwv4W8BeH9esbWz0qG1Jur++1WKZjIrMTtjsYwFLBf3uSOM1xvx7+DN18S/wBoP4B+KdF+AepR6X4F8R6jqviAXFlosMrQXGh39mgVfP8A3hE9zESDj7ueorR/Zu+HupaT/wAFUvin4mtfh3rHg3wrqfw28N6dBcTafBbW13eQajqzyqpt2aNnWOaMkFtwBHGCKAPdtf8AFD6lpV/PdfCnxHceZC6yNL/Y7tKoB65vCSMdjzjtXy9/wSh8UaroP/BJj4NS6X8Idc8R6pZ+D7drZY59Ht11GVM7dsktyNmSMhnUYx0zivqn9pr4x6j8CfhTq3iTT/Afi/4gf2XBJcT6X4aihn1KWNI2c+VDI6GZiVCiOPdISwwrdK89/wCCUPww1/4Pf8E4Pgr4b8VaRc6D4i0nwnZxahptwu2axlK7micdnXdgg8g5BAPFAHqS/Eiw0v4Ox+LvHVhB4Jt7HSV1PWItXuLeRdEAj3zJJMjNGfLwQWRipxkE1+c3wH+Ivjr45/8ABX3xF8Tr34c6ZeaFJ8Hbm5+GWgXsYstabTotYt4ZLhhIRFbyXsjSyqH+YRC3UlC71+iXxN/Z/wBF+Mus6VJ4m+0atpGjzLdx6LK23Trm5VgY5p4lwJ9hAKpLuRWAbbuClfGNU8J61N/wWXsNYXRtUPhyP4LXOnvqn2NzYrdvrtu625m+55pjjdwmc7Vz6UAelfsqftTfD79rDwVdat4Hu1E2j3radrOkXVqbHVPD96h/eWl5auA8MqNngja33lLKQx+M/wDgnL8eZPh/+yr8EfB9rrvjSPWfiBP4uk0rTtB0rT7pZGsNYuZLl5JLrGw7Z48AHBwa+2vA/wCyj4H+Gf7RXjL4raLpH9m+MviBZWVhr9xDK6w6ktoZPIkeIHYZgspUyY3FQo6Cvkj/AIJ4fsON8S/gF8DfFniS48XeEtU+G95438nTUSbS7u4TV9XnZGaRXSWJVjjRlXo4cZAAGQDn/wBp74pR/GjwPAz+IviJq8/hH9oLwR4YvtN8U6bptpFpd3HqFlK7WgtIlZlkjuoyxkkfnO0L0r3P9qzx14T8M/tt/AXU/E/gXxZDry61rXh/w54ghu7NdP2y6LdXV0bmNZTNJAILWRgjKpEiBsHFeN/tQ/AMfA/VvDvw78J+H/ix4v1T4nfG/QPiFcaxcafLqGm2KWl3ZTXSy3oJMYjtrAkeeQWwQpNes/8ABUDTPiVb/FD9mnxB8L/BMnjbWfDfxEuZrmGSc21jYQXGgatZG6u5grGOGNrlWPy5baEBDOpoA+Lf2jPiZ/wrr9rD4XReJ/Bvg/xZo+j/ABL1ibwNeWOnRW83iywuvD91NbwXiKgRGgu2jgMzgblg3lfldq+yf2O9W0XwP+x1q+m6n8Rj/bmh6rOPFWt6d4Zj0uzW9uCZmtLKGez2XVuiyLDEypKzhAN5ORTP2k/AniDw18f/ANjaPUNS1XxpqWl+OtSbWNZ+yeUryS+H9SDzmNCVt4i7bUjBIUMq7ieT9F/HSy8H6j4It28cX0On6PBdpOk0uqyaaFmCvtAkjkjYnaW+XJzjocUAfln+3T8GfHXxk+MHwV8M+D9e0/4aWWsePLDVPBOmeIvAunHxLrl1pzyXFxq4t7e3txZWVvB83l3hEs2SCkbNGj/U3wn+N3jTSf2iPAfgv4w658fvDfjyG7liii07w7Yah4I8ats2mQX9pppeK32jzhFcPbzQ7iHZsBj4f48+BviLTP2tfFHxA+DXh+8+P3iTxYg0rQ7jX21/QNI+H2n+TiQQa080kFxC8486aOFPNlJC5G0GvSP+CZfhZrXVvBvwx+Nnwz+KVn8dPhjYS69b+LPF+r3HiXTNemcpFdXum6oJWhGfOVRbMqPFEyKVO00Adn/wUJ8V61pNzb/CDwX8VfF1n8VvitbzvYxTy2IsfDOjhlivdWnZ7YAQwKwRELmR5pYwu75ivLfs1634d+EvxN8ffs/2HxP1Pwp8Kvgn4J0A6LqQ13ToLj7PcQXIkDyfZgo8lLUMZAd2XJPPNTfGT4TeF/gl/wAFcvhbrlx4f8SeKJPE3w98WJr+onSLnXrq8c32itbRzeXHIUiTbII4wFjQA4AJJNr4Z+GfDfh3/goR8cvFGrfCbxU3hDxB4W8MWukXI+HF7NFdz2w1L7TEifZzhlEkIPygHzAM8cgHfftta/dfA3/gkT8StU8I+O/EmryeH/AF1e6L4rm1VbnUZwkG+K6F1GF3uQVIkH3uDk5zXsXhb4GGbw3p8j+MvH7TfZYiztrjtubYCScqc5z3ryX9sbStU/bC/wCCT3xK0PwH4O13S9a8ZeB7/S9F8N6zpx0W/gmaJoY4JLeUL5OCBgHA24I4r0rQ9K+NllpltHJqXwtHlxIhA0zURtwoB63BoA8e/ZC8W+KrjXf2vNL1LxV4g16HwX45l0vQm1O9Ny+m2/8Awjmm3QjjJAwvnXDvjHVj16n5r/YR/aP8cah8QfgRD4k+J3xi1SDx5+z3pviy8e1sG1wtq813GskzwJazLGCmQGdeM4Dda+sP2Ov2dfHXhfxB+0s/jy10vT/+FpeNzqem3eluWiurV/D+mWLTCN2LJiS2kG1zklc4AIJ8g0D/AIJoyfA238K/D/4S6h4w0/xLp3w6t/htr/xBvrqVbPSdHV45ZpbO2YsjanM24xLERFBu3MSVVHAPI/8Agmp+0x4V8Xy/tJXfhf4o/FzxN/YPxgvvElzp/hLwlHc3ur27rAiiRVsDtE7wyhowY2IgyNmST9Of8FffG9n4T/YK+KvizVtN1CPSdF8EX91a6ifEU+ki2vJoWjtlMEcil5POaMAMDlmCjqQPmP8AYu/Y48Sfsw6p8VvF37NfhvS5Ne+GHxV1rwpc+Eb6/wDsdr4z8OtBp832MXUgbyLmGdjLDOwYBmuVPExx9G/8FTP2bdQ/af8A2VPiBe+NkgtPCfg/wDrGtW/heKf7THqutDS5zFNekBVlis5CXhjxgzhJjgxxgAHzd+yt44tLC0/ZC0v4UWfhPwD4P+IGqxWvibUvAmvWUk/iq8Hhe8ubhNTjigyLiOaJHy7tJuLEhSOfqj9kP4l6vea3+1Ha+LPiBrEOmeF/iXJoemalqeowj+xLT+yNMlVIWkQRxjzJ5GwwI3MTjnFeO6Z+w1feJtX/AGQfir8K/B2gaH4hkbS9e8ea1cW5RHgj8MXNrBNc2yyxGeYNePGNu18sNx2qK98/ZB+AXjT4L+IP2hbzx5rWk2EfxE+IMviXSNT0l44dtk2l2NqHaKbzRCwe1kGGZ88HIzigD47/AOCjXxB/4U3P4d+M3hTxtq0fxOjvtH8Bf2q3jLw/dM+i6hrFul1EYooeWKsxWUr+5J3ggA590/ZXl8J/s3/E/wAC+FrPxZeeG/A+i2X9i+GtOPj3SL621nUrtjm3msbO3V5ZDtaRbiWbJcuW5POT+1v8J9U/4KR6v4d+Fvw68da5feD/AAvrMHiXxT4zl0+xvtItryw3y2Gm27C3jS7mN6IJJ0RiscUTI+GlC103wo/bK8I2Px68L+G/jR4i8YfCb4wWok0qLwtrEixeHfF9w+1RdafcLbpBfoWw0O1lljLENGjZFAGd+2jrWtftQ/tGf8Inpyt4AT4J+I9C13SPGl7Pd2MmqXm2SbUbC1McMgntzayQwynhN0pHzFOPKPHfgPwN8N73S/hx4i8X/DnVPA3jb4i6n45tPAeqa7fSNrN6Qt1baZbQrYYFlBNG04hKsHnMSg5YKf0E8eadr2iwanr3/Cf3uk6JbRm5a3TRILn7JGFG7naZG7nkE9fSvjn/AIJiaRq37UeqfHP4naZ8WJPE5vviPq+ieFvFEunW2qNFo8MVu0cVjJKCIbZJ5Z8RR/u96sSDk4AO4/aU+Onxa1H/AIJY+OfGvi7wtdfCfx4vl3Njpuj6w15f2Ns19CID5iAbbowtho14DkjpXBfGj4heAb3wT8WNK+Efhrx03xe8RW0nw4u/FPiOPUJV02/nihd4JpbuUyYhtJjfHylMfl2x+YsAh9b/AGpvg7r7fsweA/g1qnifVviR4g8aeLNJsb/WtSgt7W6n0y01CPUr+5nWBEiAS1tnj3KqhnkiU8vz4nc+ONWS3/bG8A+Drf7R8UPin8TbvRvDNt5e42qy+HNGtp9Tl/552lshd3lOF3bYwTI6qQD0v9gX45eL/G/hj4KaX8LvDfgq8/Z7uvB5vJPEdql7YTW8MYe3s4La3mUFp3ljZpQwxGgyTl03eVftM+I/HnhH4y/BnxV8U4NJ0fxz4i8QeLNO8Nrp6wmLw7pMlu5js9Tu/tUMN0v2dVfb93zgow/OfU/+Cbni7wz+xT411T9kHVrxtJ1TwZPPqvw+j1GUq3ibw3csZ43t2YYeS2uGureSPJZRBG/ST5cz9uTXdS+E37V/jrxpfTa9qcEvwxstE+H3h7RteuEvdZ8Utd6kxiisreRX3MslkrTuvlomS7qqkgA+bP2dfC/jj4afHrS/hr8LLrwr4m+Ivw1+EQg8F6jr1lbTaNoVpLqy21xK4stROJpFljmkfYxKWyoqA5DfrD4AsNa0/wAFaXD4kvbHUtejs4k1C6soGt7a4uAgEjxxszFFZgSFLMRnrX5w/EDxpq3wA+NP7J83xQ1zxt4T1zRdWa2+I/inUrvVrLwvrMsukXCRQLdNPJaeWdRlhVIpWXcRuC4BA/RTxb8XvDfga9gtNY17RdLvriPzYob28S3aVc4yu7r0oA+Svhb460vwV/wWY/aJuL6x1y8mm8A+Chbtp2i3epGBS+slwxgjfy921cbsbtgxnbX0x8IvjQv7RHg7Vbi38PePfA7w3lxpyL4g0k6XfSKhwLqFJN2YnBDIzDPqoPFfNnwL+IOi6d/wVy/aD1ybU9Pt9B1PwJ4LtrPU5LhFsryaCXWvNjjmzsZ085Ny53LlcjBFfQVv8fdB+N+r+KvBXgfxdFZ+LtHsoppNRXTHvLWz84fLJC7hYLllxyqOwjbaHA+6QD4t/bP8Gat+2X+174c+B2ha98UvHXhb4Q6pYeMfiT9mm0e3e3utrXGjWcbzwwxO5mUTyLltscSjGTx61Y/HvVPiH+1Jonwv0+9/aInvrGZNT1/UrGXw1JpXhwRyEx22oTW6OVM7IyG3H73YS20DLDh/2NvgdpvwF/bm/ay0jw74y1Twrpmkv4T1PVNSvJob651CWbTLh57i7mug4Mjv87P8voMKAog/4JX/AAp1L4qeCf2htT8N/FvWrPTte+N3iK4j1fQbTS5P7Q8uW2BnSb7OyMsnl7TgEYyAe9AH0j+2V+0NrX7J3w117xrd+IPCVvpNmm3SdIm0O6vtU1m8ZcQ2VuI7pDLNNKQqIkZI3ZIwCR8zfsHaN8XP2SviP4d+DPiK/wDBLfEv4saRrPxe8VX/APY91d29pfPe2sdzZlxfruWI3MUUbIm0rD0H3m3/APgpJ8N7fwx+1j+y7438ceOZo/D9v8UW020sJZU0vStFhfwzrjtO535e5MsMZW4Lr5QwI1TJLcx4ysvhVP8A8FfvAcafES8bQf8AhUGurLdr8Sb7as41bTAkf2j7ZuyyFz5RbawUsQSuQAfZ3hHS/iV4Q+FOsN4i8U+HPE/ij7Tc3dle2Xhye1tYrYsXihNotw8krRp8uVlDSEDgE18QaH8ZfHP7PP7cEng3wTqclxcfHO1vfF+s2d38PdfjtfBq2cEVub6zsnmJ/wBKuJoRIgJXzVZjgvg/TngvxT8CvDH7Md3p/hXVofF3gXQ9QuNOSy0rWrrXbu41FZWZrOFvNknmnaRmCorH8FBI+Tfid8Lrr9j7wH8Yf2qPFnhbwXrniCTSkm03wjL4lvYJ/DWlRPGF0pLmN5I2llk/0iaREKmZ9ihliVnAPoL9gPwX4o+DNxoXw50nVryTwl4Vtpr7WbvWPA2rWF14purkszzR3t5cbBKJi0rxxxMu1gF2jpwP7fvxO0/4c/8ABU/4Vw+JPFGgeGfC+sfDfXELeI/FN34f0m6vE1HT/LUSwuEa4CO+FcZ2M+Ole6fDb4LaRonxz0rVvEknw/N9Zxf8UdDaapezapDMYnF43+kT7ZVaEj5UjBUBiSwIx4j/AMFLvBPjb45eLvhh8GrLxl4R1rxJr3jnS/E0llB4XlWbQdF027S7uLy6db47YiI44ACIzcPJsXA3FQDy39qH43fD6w1z4X+PNJ+L3wJg0z4U+KD4v1qysPi5dXl9rFnb6dfKLSC3kcpM8k0kJCkZO3juK/Sj4SfEWx+Lfw38P+J9LWZNN8RaZb6laiWMxsIpo1kUFTyCA2CDyCK+GtU+FfjW5/4LK2mmQ+KPAdvqkvwOu7iORPBrmyjP9vQKJfspvyGmDEYkL8KCuDkkfUNx8eNM/ZU0/wCGPhH4o+NTrfjLx5eDQLDVYtBeyt9Z1BU3fMkXmQ2u8EBQ8gVmOFyTigD1rxKzJ4c1Bo5GjkW2kKuDgodpwQfavy50/wDb51P4O/8ABCnQviUvjLxtr/xWs/BFhqhudRi1O4t726llj3GSRUEZBWQjIkGMAZzX6geMTjwbq2cH/Q5s5PH3Gr8w/wBj3wvD+25/wSq/Z3+DmpXmmeH/AIZzeGdIv/G2pS61FDNrMFs6SrpNnGjrMPOkVDLckoIkiKKJHkzEAesftf8A7R8OnePPhHoPgnxl8ULXVJPir4XsdXe4t9Rs9Ov7G6lnEtss00SxzBvLw8QdmUEBhXpn/BRv9sy0+FHgj4g/DfTY/Etj441L4P8AizxtpOsWQjW30xdOtgm8y7w6TCWeJkKq2CpJIIGfmv8AaB1Px58NdY+GPgjx74w0vxt4a0X9oTwc/wAP/Ecuqw3Gtaxp05nL297GjFmmtJf3f2hvmnUhiAck3P8Agrl8VPC4/a0Xwmus2914o8Q/s9/EXwxZ6JpiNqGqXeoX0mirZWq20AaUyzYkKLt5COegJABp6P8Att+Cbv4/fskzap8YNNuP+Ef+Hus6l4yP/CRhsXH9kaVJHLfhWIdiZndQ/JZwQCeK+s/h3+0VB+1J+ztrWuWtn4z+FdrqT3FhpGp+IrFdJvJIyv7jUoYZjuWN870WZEchTujAr5M8FzRzftK/sK6b4y8CSeEW0XwXr1okfiMWkM73sGlaYrBYN5dHVkcjeFcbSdo619M+KP24PhPq2kfEpfEup6Db2Pw58TxeEbyO9aO6a91Ceytbm3jt4VDPLJKbsRxxorSO8bhQcEAA8p8X/Hv4hW/7C9xrepfErVLnx94f8FXt1fa58OvC39qaBrN4kFw0VzDPLbzRjHloZFRgqOWHyjGKP/BOf4gXj+B/hH401zW/2kPiJ4s+L3hXTpdYvNX0+dfDehSy2qXTzGIQQW8KM7NHHJErkgrk4O4/Pn7H2t2kcP7J/wAEbiw8ZH+wfhT4q0P4k+BNInl0q60++36HDC2pWgmhIVlku/KkYkSh3MZcZI+mf2XfDt54A/4KOa14c0nQ/iX4V+Gvhv4SaTp2j6drd9dPotvOmp3cWy3Vp5YfMFvFAoIIcKvTDcgHsH7Zf7V158FdFg8M+B9LXxh8YPFkL2/hbwxHn97KcKb28YHFvYwAl5JZCoIXYhaRlU+D/Cf9pi+/4JVX3hr4Z/tNfExta0nxfM8nhX4la1P5NvfX7ASXmlXm44tvLkYtbSECFoCFLrJGRJ0v7VOgaL8Jv2o/gn4L0Hwp8Nprr4yatrcesa14r0h9WvF+x6bJeK4dp45JSWQRhXkwqNxgLg8d+018LtB8D/tLfs8+FdZ+Hf7N/jWz+JnifUvD1/NJ8OYo7iwsxpVzdziFpLqYAyi2EbBgQQwyDjBAPVv+Cq37Qd/8Nv8Agm9448feAfFh0q+08abLZa5pUsd15SSalaRuyECRX3RyOMbWBDdK8p+MP7V83g39uj4N+B9P+MPxGj8K+MNK8Q3etrLoMZuPNtY7ZrXyydNyqjzJd2ARwoPv1v8AwU2+Dml+Gf2ANF+C3w60fR/Co8aeK/Dnhfw7p+lWSW1pYj+1re7mkWCPaoSO3t7iVgMAhWyeTWZ+01o/i6H/AIKyfstr/wAJZpbTyeHPHGxm0U+XGBBpmdyicZ6r3GNvvQBufsBfGrXPib+2X+0po83j7xX4w8K+D73w3aaNBrFvDAtibjTTcTmMLbQv80jDJYEEKMc816V/wUa/bFv/ANgj9lnxN8WIfCUPjHSPBsAvNUsRq/8AZ9z5BdY90RMMiuwZ1yrFeOc15n+wXpeo2f8AwUL/AGw/7V1KDVL6TWfChM8FqbaNk/sCFl2qZJMfeI+92qr/AMHC2ox2X/BGb4/B5Yo2l8OrGgdwN5NzAMDnk4PT+dAHZfED9s34nfC3wJ4V8Wa38HdNk8L69qGlWmoT6X42FxdaJDqFxDbpcPDJZxeYsbzxlxG5IXcRnBr6bVti45OOCcda+VfgF+yfqWqanJrXi/4gap4+8G+KPh7pWgw6dfi2tG0topHneSGSzSH7wlj/AHhzIjQqQ4GMfD3wH1D4j+Af+CC/iL9ozwn8RPi14y+MWg+GfE1rbjU/F17rFnDGNZlh+0PaTSSI89lawM8TsCw+ckNuGAD9gPEWrtoXh++vktLy+eytpJ1tbVA89yVUsI41JALtjABIySOa5/4N/Ee4+L/wl0PxNdeHfEPg641q0S7fR9agji1LTN3PlTpG7osg6EBiPevlL4YfBnUY/iz4E1bS/iJHp/gfxb8PL6w1PS4/HOo6vd+KpSlrNb6xbTN5fkTwDzg9yjBnW4A4IXHz5+xX+0r4++Nnwm/YB8G+KvFvic+Gfir4T1fVvE/iA6rMuoeJtUsYVa206W9VhKN2ZJWUSB5Rb7CSAwIB92fs3ftgN8dP2ivjJ8OLzwze+H9Y+Dt/p9rcyyXsd1DqcV9bNcwTR7ACv7tfmVuQxxXuHm8dG/Kvy98A6JF4D+Lf/BTqHRfEniSP+w9N0rU7W9j125a/0y4j8NTzL5d0JPOXy5EUBd/yhNvTIp/w91/xtP4J/wCCe9wPi58Sru5+NULW3jO6m1yVz4gt38Oy6iQUzthcTW6Ks0ISVVdvnLMxIB+n/mY7GgyYHevy91X9pTxB8Mvgb+194buvip420EeEfi/YeD/BGqLG3iLXLD7fDo8kem27XMys4lknuIleWdfJWdmDjYAPTP2XPi94gX9v/wCPPwe8Wa3rPh3w++geGbjQdLufFlxrOoaTf6hBqRnjtr1m86NnishL5YZgrIzI2GGQD728zjoRVfWNWh0XTprqfzfJt0Mj+XE8r4AycIgLMfZQSfSvyd+Bfx7+JGhfsMfsR/FK++JnjjxF4t+Jnxa0vwr4hkvtXkks9S0u7m1OBrWW3B8h2jWKI+dsErNECW5Ir9VPGPiU+EvCd/qi2Ooao+n20lytnZxebc3RRS3lxr/E7YwB3JoA+Hfgd/wVa0zTP2sf2mLPxzrXiyTwH4H1vTbfRZV8IX/2Pw9ajRUu7g3c4tx5JlmLhBOQWby1QfMMzfsqft9+OPgx4xtbH9qjUbLwVZ/Ga4n8QfDq9vbZbGx0e2ZyU8PXs5G2O/jtxHMPNZTIJJFGGiK18X/AH9m7Wvh38bP2wvjz8XdR8Sa7qPww8XQ+K/GHg3TNXcaNd28+kWuoEKMsDd6NDPKbe4j2u5t8Axhxs95+KN/oP7enxc+FPw6bw7ba9rfhn4w6lp+tweKHu/EmjzeHbLSpb0362l9LJC/2m1vtKjWRgzQzXPyk45APrH9tv9usfsu3Nnb2baTdXOr+FNe8UacssF1cRzRaRZi7uGeSH5I4yjIqkt8zOAPWvHPjF+3r8avE3w++Btv8PfDuny/EK48M6f8AFL4paVYQtdRaboSwLLNpcAc5W7vZDNFbAncTbSEkAbqzf+Cm3wa0X4w/Gy/02HxR8QNF/sf4Wa34Su9J8PfDq61C1s7HVwhmvF1N2isrdhFZ+WI2k4CHOMhT8xf8E+/2wf8AhTXw3+H9x8S7TWLzxB8TI/CF/wCM/EOna3f2st9pHiG0u7bSr9kimWOBbCe0SzlVFVFjlhkUo2UIB+wHwW+NHhr4/wDww0fxj4Q1W11zw3r1ut1ZXsDhlkQ9iOquDkMpwVIIIBBFdZXxn/wRO+B3hf4efsix+LfDfw9034a23xG1S91210yzvL24Z9Ne5mFhLP8AaZXInkthFI5TCkvnGc4+zKACiiigBu0/3v0obKrnd0p1cl47+IN94Y1H7Nb+FfEWuQmIStNYJbNGOT8p8ydGzxnhT1GMmgDqFnDPtDc4DfhT9p/vfpXyf8Cv2qPFni39p/4u2FpY+K/FHgnwrd2umPpz6TbRal4d1g28dxNaiTz0Se3aCaGUEbmVpCpbjFeny/tPPpGl+L9Q8c+Gtc+E3hjQvIitfEviC705rW887CCRVhnlaEJK6qfPVQTz05oA9hIIH3v0pE+fv+lfPPwK/aL8Z6XpMnhb4haXD4m8baSrzXmo+C7T7Tp01nLcTrp8zqzgxT3FtEsrRruRCfv4ZRXFf8EuP2wPF/xy/Zf8GX3i7R/HPiHXtY1vXbC+1p9IgtrS0W31a+giMhV1HlpHDHF8qsxYZYfeIAPrzyvc03YrNjdz3rwPV/jz4qs/+CnGi/DJLnTl8E3vwzvPE00DWm66k1CLU4LdSsueE8qVsrg5IrlJP23D8Nv2r/2h7bxt4k0jT/hj8KfB/hrxBaMIF8+F74aobjMgJMpc2kSxxgFixwuSQCAfVBXyx97jqaQPlc7uOvSvnD48ft92/wAK/wDgnxrfx2i8K+MI7C28OXGtQ6fqVjFp+oWR2OIVuLeeVHUtIIxtXc53rhea4r4eftpeLPAf7GdrrXxN0vxB/wASfw1bR+IPiDZan4bFmurN+4uNkMd84V4rghApQgttUjOQAD7FQmQZDfpSmPd1Y18x/sh/tUeNtZ17w18NfiJp1hffEPTdGlvfFGp22oafaKgyDaTLYrcPNIs8TDdJEpiSRWXC5Cr9Oq24f40AIE296PL+bO6nUUANZNx60CPb/FTqKAG7T/e/Sgpkfep1FADTHu6t+lAjwetOooAaY8/xGjbnvTqKAI2t9zq2fu9OBQ9ushXdg7TkZAOD7VJRQA3y+epoEeD95uuadRQBE1orT+ZubdjGeKf5fHU06igBojx/EaAmB1p1FADdmDQY8j7xp1FAFay0i3055mghjha4kMshRAu9j1Y46k+p54qS4tFurd4nwySKVYEAggjGCDx+dS0UARw2ywLtUnH+R/SoNW0O117T5LW+t4by1lGHhmQPG/1B4NW6KAK+n6ZDpkCxQKscUa7VRQFVB7AdPoOKhvvDdlqdzazXVrb3MtjJ51s80KyNbvgjchIyrYJGRg1eooAjeDev3iPQjtVHw54S03whpiWOlWNnptlGzOlvaW6QRIWOWIVQBkkkk9SSa0qKAKsmkQzXcdw6o88IYJIyKXQN1AOMgHjp1xVO28F6bZ63NqUNpax6jdIsc90kCLNcIudqO+NzKM8AnitaigDOuvCmn3uuW+pzWdrJqNrG0UN00KmaFGILKr43KrYGQDg4rN0D4ReF/Cmt3eqaXoGj6fql+xa5vbeyjjuJyTk7pAu48knk966OigDN8SeD9L8ZaJLpmsafY6tps+PNtLyBbiGTBBG5HBBwQCPQgVeaDd/Ewx0I7VJRQA0pkH5jzTfIyfvMcdqkooAwbb4YaDZa3rmpQaVYQah4m8r+1rlLdBJqflRiOMTHH7wLH8gDZABIpnwz+E/hv4M+GF0TwnoWk+G9HSaW4Sx020S1t0klcvIwRAACzsWJx1NdDRQBzfjv4ReGfihf6Nc+ItC0nXJvDt3/AGhpbX1olx9gufLki86PcDtfy5HXPoxq8PAukBGX+zdPKs2/H2WPg+v3a1qKAM+LwtYQQmJLW1WFs/ulhRU5BVuAO4OD7VzNx+zf8P7qyktpfA/g+S3mBWSN9EtWSTvyDHg/jXbUUAcbp37PPgXR/EdhrFn4N8K2mraXn7FeQ6RbR3FnlCjeVIEDJlSVO0jIOOlWvAPwZ8M/C+51GfQdGsNMutYm+0X9xDEPPvpPmw0shy8hG443E4zxiuoooA58/Cvw+fiWPGR0mwPipdNbRl1XyR9qWyaUTG3D9fLMqh9v94Zql8TfhXafE+fw7/aM119j8P6vDrX2WNgqXk8GXgEnBJWOby5gFI+eGPOQCD1tFAFe+0+LVLCa1uFElvcI0UiHoysCCPxBrjvh/wDsz/D74VeCdN8OeHfBfhjR9D0eBbays7fTYhFbRqMBVG3/AOuTz1ruaKAOL1/9nXwL4pvdJuNQ8H+Gby40K+i1PTpZNLgL2N1FkxzRttyrqSSCORmrvh/4M+FfCnjrWfFGm+H9FsfEviIRjVNWgsokvdREa7I/NmC732rwMngV09FAHHfF79nzwP8AtA6Ra6f478I+GfGVjYzfaLa31rTIb6O3lwV8xBIp2NgkZXBwSO9UPh7+yj8M/hHon9m+Ffh/4L8N6f8A2gmrfZtN0S2toftqcJdbUQDzgOBJ94DvXoFFAHlvxw/Yn+FH7SupWt9498B+G/FGo2KGO3vryzT7ZAvos6gSqPYNj2rl/hr/AMExPgX8IPiFY+K/D3w/0+y8QaZuNpdy3l1dfZ2bGWVJpXQMMcNtyvYjNe9UUAcL8Vf2avAvxv8AF/hfXfFvhnS/EOp+C5LmbRZL+ETpYPcReTMyxtlCWj+XLA4BOMHmsu7/AGM/hbd/EHwv4qHgXwzba/4Lu5b/AEW9tNPjtZLCeWB7eRwYgu7dFIy4fcOmADzXp1FAHO6x8K9F8ReOdJ8R39r9s1bQYpotNklbctkZgFlkjXosjKNm/G4KWUEBmBo+L/gH4Q8f+N9J8R63oOn6prWhWV9p1hdXEW5ra3vVjS6iA6FZVijDZByFArsKKAPKf2YP2Kvh3+x0nioeAdHuNLbxpqp1jVXnv57ySaXYI0RWmdikUaAJHGpCoowABXXfE74J+D/jXpUdh4x8L+HPFlhC5kS11nTINQgViMFgkysoOOMgdCa6iigDj9A+AXgvwp4EuPC2l+FvDum+GLpWSXSLXS7eCwkVhtZWgVBGykcEFSCODkVH8Lf2c/AnwP0O60vwZ4P8MeEtNvpDLc2mi6Tb6fb3DEbcvHCiq3ykj5gSQTmu0ooA870n9kz4a6DoupabY+BfCdnp2sWz2V7awaVBHFcW78vCyqoHlsQCU+7kA4yM1Ho/7IPwv8O/DeLwdp/gDwhYeE7e9Gow6RbaTBDZ29yCGE0caqFSQEZ3KAQSea9IooA8gP7AfwXNz4lm/wCFY+CFbxpbra+INujwL/bkSkMqXOFzMAR/HknJznNV2/4J3fA9h4Z/4tb4LUeC3L6AF0yNV0Qli5+zADEOWJPyAdfTivZ6KAPGV/4J3/A9NO8UWg+Fvgv7P42lS419G02NhrEsbrJHLNkZeRJFV1k+8rKpBGBVpv2Dfg8/iBtXPw88M/2w1lJpz6l9kH26SCRSro0/+sbKsyhmYsodgpAJr1yigDwOf/gl78A5/BHh/wANf8Kx8Px+H/Cmo/2vo2nRGaK30u8yD9ohRXASTIyGHIJYjlmz7tDaLaW8cceQsahFB5wB0qaigDwXw9+wlpWh/EP4qeI7TxX4nsZfi/rkWr6/aQxWUtrcLFpsOnLbFLi3lBiMUKlh1ZmOTtwoPFH7BNl4o8az+JD8SvidpuvzaK+gLqGm3OnWdxb2kk0c0gjaOzGx3eKHc4+YiFBnCgV71RQB5H+1J+yPYftT/B2bwbqXjD4h+HLW6gNnc3vh3WjYXl3buoSaGU7WjdZU3KxKZAclSrYI5+9/4J5+Eb/4V6p4Lh1rxVpvhjVPD3/CI/YrJrK3ez0ZYHt49PinW288QxRSOqbpGZSxbduO6vfKKAOD+CnwDtfgfbalDaeIvFmuQ6gbfZFrGoC4h09YYVhVLaNUVIUKqCVRQC3OMk13W0/3v0p1FADdp/vfpRTqKACuf+J/xI0P4R+AtY8TeJNQttJ0PQ7SS9vbudwqwRopZj6k4HAGSTwATW/sFcd8RvgZofxY17SbvxAtzqVnosy3Vtpksx+wNcKwZJ5IhgSuhAKb9yqeQM80AfFvhn4cn4Pf8E+Pjv8AHnxj/wAJF4a8UePU174iT2Vrrt7pn9mQm3kTTYHEMqjzRbR224kA7mIIyte2fA/wJD8NP+CW3hHRPHWn698RoLb4e20PiOzv5hfX2tB7BDdq4uXActmTKs/QYyeldJ+11/wT38C/ttQ2Nv42ufFS2FvKov7DSddudPtNftgwb7HfRRsFngLKCVIBOMZxkH2DWPCFj4g8Lz6Ld28cmm3Vs9nNAo8tWhZDGUG3G0bSRx0oA+Bf2afGC/Cf/gndZ/GHQ9W8WaDffE61ivvCPhDR4rO8uLnfEtroWkR/aIZ3klS0htY3YPsXbLIxCgtWz+xp8EL79mD4L/Df4F/EL48+KdD+J+sRXfiZrewjsdOtdYvJr6S+vrSymkt287yprkiSNXLlGLBFThfZfFP/AASe+CPjHR/hbpt94a1L+y/gzp02l+FbO38Qajaw2MEiIhVhFOhlIVAoMhYgFh0JFa3jL/gmb8E/HOm+Hbe68C6XbyeFNZtNf0u7s90N5bXlu+5HE+TIc9GBY7xwcigDxz9pLSPBEv8AwV88Bah48m0G20WH4Pa8kk2sXMdvahhq2m43M7KuQC/XsT745b9lP9nz4VeKf+CrHxaufD+i6LceG/DPgXwVfeHNMtIwmkWcpuNbdbmO3A8p5FY7o5SpMZdipBOa+uvH/wCyB8Ofit8ZvDvxC8TeENB17xp4St5LTRtVvbUTS6bFIwZ1jB+XJYZDEEqScEZNc58cf+Cd/wALf2h/imPG3iLSdet/Fp0+PSZdV0LxRqmhXNzaRu0kcMpsriISKrO5AcHBY460Aedftn+Nfg/+1Z+ynaWPi7xH44sPCeseL101E8LWFxqGo6rqWmX8n+h+Tb29y8iGezLFDHyI1zgZFfHP7DX7OWqfF/8AYB8TeNLG4+Jl9qXg3xN4h8TeHtL8X39rZ6Fcapaa/eXKSvpoCyJKV3o5usKjsWCAohT9NP2av2UPAf7IHwzk8I/DvQk8P6HLdz6hLGbu4u5ri5mbdLPLNPI8skjtyWZySa878L/8E1/B+g+C5PCN3rXijWfAs+r32u3Hhq4u1hsb+7u7uS7mNyYFjkuIvNlOIJHMWAAyPjNAHiv/AATUXQ/+ChHxR1j9rrUm1TU7C91KXSvhfY3t0zP4W0yO0WzvSIlcqj3dwkrur8kRwtgcGvuPw/4m0/xNBNJpt9Z30dvK1vK9tOkyxyocPGxUnDKeCDyD1rxjwt/wT98KfDP9or/hYngjWvFHgH+0CZNf8NaDdpB4e8SShAsc9xZujokygY8y38pnGA+7Ar0/4YfBfwv8GbHVLfwtoOk+H4da1GfVr5NPthAt3dzsXlncDrI7HJbuaAOpopNgo2CgBaKTYKNgoAWik2CjYKAFopNgo2CgBaKTYKNgoAWik2CjYKAFopNgo2CgBaKTaKQhVFADqKb8ooIAoAdRTSFFA2k0AOopNopBtNADqKQqBSZWgB1FNO1aBtI/WgB1FNABNHHpQA6im5WgFaAHUU0lQaFKt+PNADqKaxVaPl9KAHUU0gCk3KKAH0U07VpC6igB9FM3LQGVqAH0U0bSaDtFADqKTaKNgoAWik2CjYKAFopNgo2CgBaKTYKNgoAWik2CjYKAFopNgo2CgBaKTYKNgoAWik2CjYKAFopNgo2CgBaKTYKNgoAWik2CjYKAFopNgo2CgBaKTYKNgoAWik2CjYKAFopNgo2CgBaKTYKNgoAWik2CjYKAFopNgooAWijNG6gAoo3UbqACijdRuoAKKN1G6gAoo3UbqACijdRuoAKKN1G6gAoo3UbqACijdRuoAKKN1G6gAoo3UZoAKKKKACiiigAPSvOP2pvHt78OPgb4k1LSPEnhHwn4gSwkTRtS8UTrFpKXxU+Qs5MkeULgAgMDj6V6OeleO/t6+DfDvi39jj4oL4m0/R9S0yz8K6nd7NTtY7i3t5I7SZlm2yAgMh5DdRQB8l/te/8ABTf4sfs6fA648RWmpfBmx8caD8MrDx7rHhC/03U9SS6Vp1trmWz1K3uUtpbfzZY9mwSMoYFuHU17d8BP2tfFmv8Ahb4yR69qnh/4k+LPhPqMemXVh8P/AArf23k3j20dwbVVu7hkupUEsRYRTDZ8ythuK/O/4ufDvxx+0N/wQOs/isJtL8G6T4N+Dlt4e0zS/EXw9ik1ySwhsrGK5ktr8XmYbW8ktklTMW7y1QhScGvt60/YO+IHhD9lb4k+E9Q+Jnw1t4PH5/tK+vLPwVP4bt4LyeVZb69uJbbURLJJMo2l1li2nBzwQQD4r/aj/wCC83xe+A3xn8PeCb7xhoNjdHUmtPFQtvgnqj3Xhy2FrLcCZEOrSpPKRGSYflKx7pD8qmv0C/4J9/tPeKvjR+z5rWs3E3jHx/eC3Gs6Fres+GLXwnYa/FcRu9va2xjmmXClArSOMr5qE7q/J/x38dvFX7Hf7VWvaH4Rt/hDr0Pwz0ue/wDhl4T+H3gMeItK8QalJHi61q/FpqU95YXgiklt2numctDubBJ5++v+CX+geAfhh4Y+IXxis/iJ8ALrw/PoSXXiqz+GenXdnpug3SeZcXTS2jX1xFG52yAhLWCaTZ8wJAFAHo2g/wDBVbVvCv7QNl4I+JvwvuPCVnfeEZ/Fqat4d1t/GWI4763slhNvp9o03zyTthwCB5L+jFWfsdf8FOLH9p/9uD41fDqOTXJNL8Oz6SPCa3HgjVtNZYpdN+0XQvJZ4EWJvOVygn8pnVfkDjmvjr9jj9gb4h+Pfiv8WPEHhXwx4n+GHwH/AGmvDWp6b4LvbLVZrfXPhTBDOtzaXMdu0iGC21C5lubtbaDBXzFDbQzV9Yf8E1PEUXiH9tf9qyX/AIS7SfHE9i3g2w1LXdMaM2t7e2+gqlywCM6o3mKSybjsJ2nkcgHiNr/wWY/aJ8QfDH4c+LNJ+HPwTbTvipF4qutFgn8Qaj9qtoNAgup5zcKsO3dItqUXYzAPIuSBzXsX7FP/AAUV+Mnxs+Pvwf8AD/xA8I/DfS9B+Mnw0uviNpM3h7Ub6a7s0iNiBbzCdFj3EXy5Kkj5eo7/AA7/AMEzde0rxR8KfCmq+OtM+M2uaF4E8MeK/B3hnS/C3wk13VLWzutV1G6TUb6W9iheG5k8mOKKNUIEatIrfNmvTv8AgnPa+IvB/wDwUz+APgPVNf8AH2v2fgP4SeJNF0e68TfCq98BzW+nxTaPHBEIrhm+2MnlDdKhAyygqCeQD2r9r3/gpn448V/theHfCPwH1vwOnhH4baxHafEXX/Emrx6Xomp6pcHy7Twzb3jwS5u25mk8lGKDYpZSTXsv/BOT/goP4y/bh8ffEiz1D4d6H4f8JfDrUP7Bj8VaV4nbV9O8Ramh/wBJhsy1rAXjt/uvKMpvYKpfDFfhT/goZ4C8bfFL40aT8C/2pfi54F+Efwk+KGk6v4rn034Y+HCh1K8sr6xSBbue4jnlmeRZDMzKiANCoy2M17V+xH+0Pp/gH9uv4RfA34Z/GiT4hfC6+8F69Pc6K/hGx0WHRGsTYrZ+R9ntLf7wnuN2AclMnmgCH4h/8FFPjw/7QXxg0vR9T0/TfCfgXxvc+F9Ne28N6RcYSKzs7g+dNqOt2LPJm6ziKNlC7ckE4rYtP2+viD4U+M/wN8N+Kvjt4CtJ/irqt3Z3+lXHhTTYL3w6LWylvfLu2h1e4SM3CxLFGyFsNPGcNnFfEP7VHxO8Da34ll+KV9qGkXl14r+JPxN1HwvZHS9N12bVbFNOt7C2mGm3UUjTxXF5o4tkmjxteVcEg/L6r+xz+y/pHwz+Nv7DWl6pr3h3xZo+sSzXWk+HNZ8PxWmu6Qtr4J1SG985ZYo5p7Y30ETRNJF8rICD0oA+l/2qv+ClPjKw/aWg8D+Fb7TfAVp4Z+KF14N1jVr+1OqW93Z/8Ibca2LuaHEbLHDMEZkjkVmSE4dd3Hknwz/4LSeJviX+1Drng2H9o74HWnhWG00O40HX2+E2tiLX59Tllh+zKGvwIdrpEFldir+eMA7Til+058C9b8cf8FN/HfhfwxJD4s1C81fWvinqdvokjXE3h+2XwM/h+ytLsD5Y7q8vZWMcW4MY4mbbjmvK9B+B3xS1/UX+E+i+Adc1HxtefDX4H2usQq8Vp/wiw0vULm8uJbtJXQqirZPGVTLB3HHPAB9pf8FCf+ClnxC+Cv7VWi+D/h34B8aeJtD+ElpD44+Ld5pcGnbP+EfltbzyYoBdXCEyNNbOzbeVWE4Yk4rhtN/4Lq6ncfFz4nfEbTfAPjjxh+zH4E8L6SZdX0HTrKU6frE0CXl79ommuo2byIbm3haOBZcSK54xz5P/AMFXvC8Opf8ABQX9o57jwv8AtBeIJr74HaVDZTfDm+u7aws3Y62udVWGeITQ7thCOJBtEvyHJqP9qT4a6N+z3/wTBsZf+Fhadodz8ePhB4K8I2nwznuEim1nWVnso5r+wgMgkMxgvCs6xRMz4jd2yBQB+gfxB/aF1TVP2wvBPh7wf8RPh/Gi6TeN4r8CX80Z8QxiS1W6tL22jQmV2jwA8GArpNu3ArmvhDUP+CuHxcjsYfEUXx4+GK/DlvhndfEOTXD8H7tdSjnt9Zh0ZtK+wNq+ftBuZlTlwRIQuCDur6H/AOCnfibWvh1+3R+yrN4F8I6p4m8Ware+I9NJ0e3iFzp0M+nxWxv5pJFMfk224SFZCA3lhRzXgfiL/gnD4luv+Cs/h/wJL8UvD7JefCnU/EDOvwt0FbV5E8SWc5LWXl+Q0rXjpdeeU8zzY927JoA+6/23f23LX9jX9lrT9fvI/wC3fiJ4ojg0bwb4aSH7NeeK/EFygS2s44NzmMNO6mTLMsSZyxwM+NftCftP/Gz9gLwX8BviZ8XdQ03W/ANrBJpHxpPh/Qz5WgXV0ita6tEELyfZbef/AEeUKSCsvmBckAH/AAUx8JfAT4T/AAo8M+IPjl4f0v4tfGFdJm8OeColsXi8R+MdSfZILaxt7PDRyS3AhDPGAsKysCyq7B/jbUv2IPBvwS0r9if4QeKLqTWP2jfFXjrSta+ImnP4hvNSu5tEEWoXl1FcwPM0b2ayLb2pLoY3WIjnByAfYP8AwWf/AOCiWtfsi/su+HviB4F1a6udJ1YXiLf6G+m6gl+ZdPkS0WJJp0mcieWK4ElskwRbd2kXZkV8X/sz/wDBaj48/Ha4+DvhbQf7b8W+M9R8SRaxrWnJcaLp0lzoGk6FbvqNozvM5WSe6kWdpJViLiXbDwrBfe/+C6n7NPhL4OfsceHdE+H3ijwz8MYdDgbRNL8H2baXp9/qGlXM2dSg0Qy20t39vuImMAW3YI4kYOCMg/G/jX4ha9Yfs1y6pa+CfEmm/t2eHPFVzc+DtAuPAdrF4ovfCc1ibaOC8XTY4/Ntk018vPKiKLiMRAfJgAH3n+1//wAFb/HD/wDBH23+O3gv4Y+OvC+reL0tbrQJY3s9UXTLV7y2WO5vCsoEa3EbuiKA7B3UEDORxPxD/wCCmXxSt/ij8atW1rUvjD4A8C+CPF2j+GrG00fwf4ZvZNOk1DT9Mkitbs3VyZTdNdX+zMe+JVdPn+9jhf8Ago1ZfC34l/8ABvV8PdL8F/FTWP8AhH9J0vRvBeg6TpmoPp//AAluqQz2UMlld22wzSzw+RdSG3GCrIWIbaCPm/xV8BfAv7RnxG8TaPeQ/D/4f+DfjF4i1Txz4Y8S618P9R8Ua6dH8P6hpOk6faRCOZZlt7sW1zK7OCWjmYEkyA0Afr58AfiN8dtN/wCCeWueIPHdrYwfF/R5dYnht9X00XG61hvJms/PtdKd2eZrFYiYrclmdsAc4r8/vE3/AAWB/aP/AOG/vB+mwx3EOm3HgbUbmfQx8IvF0VrdTLd24FybFh9rkdBlBMh8qMSbW+Zlr3P4KR+GPjF/wSV8NeLLT9mfRfiRqniLxdeTweEPAlifDOn3Wox311Yw6jMJJA1rD5MMZkeRpNgfO0gCvzr8FfBbxBffF344aloPwLs/iN8cvhL4xuI9V8D6Pbajd+D7Tw3DpsKfYLTUCVlW/a8uGl2K3mXP2OQ7ANtAH7ufsFfGPxl8d/gND4l8bQaZa6pfX1ysEFr4e1TQHjgjfywJrPUv9Ijk3pIcn5WUoVr2xTkV8Lf8EHPDPwl8N/swXdv8P9fi8VeMLOSK28dam/h690G7/tAeZIkE1pdfPH5SSbFA5KgE8mvukHFABRRRQAUUUUAFFFFABRRmjdQAUUbqN1ABRRuo3UAFFG6jdQAUUbqN1ABRRuo3UAFFG6jdQAUUbqN1ABRRuo3UAFFG6jdQAUUbqN1ABRRuo3UAFFG6jdQAUUbqKAG5XNGVr4P+NWnftUaL8XPFV0Pih8QvC/gmTVbqTSZdF+GuheJ7e0s/MYwrsjnN+xCFQc27MSDk96yvhpr3xJ+JusRaVp/7e2nrr0zMI9I1H4ZaTpOotjGQbS6Edxkd8KKAP0FytG5a+Uf+GRv2mpk3f8NeXa5/hHwx0cL+pz+tXo/2T/2jhp3lv+1hf+d/z1T4c6OCfwbIoA+oNy/5FGVr5ZP7Iv7STAY/a61ZfX/i22iHP/jtQ3H7G37SEjbo/wBsLX48DAH/AArjQyP/AECgD6sytG5RXye37GX7ShCkftja8GXr/wAW20La34bKU/sZftJL1/bE8QH/ALpxoeP0SgD6vyvtRla+U5/2Nv2knUBf2wvEEfHJX4b6Ec/mhqrJ+xN+0nIhVf20PFoz3/4Vx4d4/wDIFAH1tlf8iglRXyfH+xR+0aqKG/bJ8Xs394fDzw8P/aFOP7Fn7RQR1/4bG8YfMuAf+Fe+Hvl9/wDUUAfVwZT/APqoytfJo/Yh/aIdFEn7ZfjrjvH4B8OqT/5LGnH9hz4/Y5/bH+I3/hFeHP8A5EoA+sAVNGVr5Lm/YS+P0v3f2yviOv08F+Hv/kWpE/YX+Pkcaqf2yPiIx9T4M8P8/wDkrQB9YbloytfI/wDwxz8a7Swnurn9s34hC3tgxml/4RPw5HHbhAS5cm0IG0DnOMY5qWw/Yt+Ot5pqzx/tkfEKSKVQ8cq+D/DjK6kZDKfsuCCMEHoc0AfWeVoytfJ6/sR/HqMgt+2R8TG/2R4L8M8/+SJ/nT4f2LvjRqsflr+2N8UpGjYrI9v4V8MAKw6qT9gPPtQB9WllH/6qMrmvlr/hhv42Jp5hT9sH4r+YTkyv4V8Ms30GLAU+5/Yj+NM/K/tdfFaPj+Hwv4b/AK2FAH1FvFG+vg3wR+z38fPEn7U3xC8ES/tcfEqPTfCeiaFqVrP/AMIt4eM8r3z6isqyf6EEwv2NNu0A/Mck8V6Mv7CPxu8vD/th/FdmHUr4X8OjP4fYqAPqwucdqA9fJ7/sDfGw5/4zI+L34eGfDfH/AJIU2H9gP43R9f2yvjA3/cs+G/8A5AoA+st6kVHd28N9bSQzRxyxyqUdGUMrqRggjoQR2NfKi/sFfGxX/wCTx/i43sfDHhz/AOQaVv2C/jYzN/xmR8XkyMDZ4Y8N8f8AfVgR+lAH0Z8QvhV4b+K/w41Lwh4k0XT9a8L6vbGyvNMuoQ1tcQH/AJZMnTZgDj2FWPGHgLRvH/gu+8O65ptlqug6nbNZ3lhdRCW3uYGXa0boRhlI4wa+a4P2C/jZGPm/bK+ML8dT4X8Mf/K6luf2CPjXcIq/8Nl/GOPDAkp4Z8Lgkemf7NoA+gvhZ8DfBnwQ0JdL8F+FfDvhHTVGBbaNp0VjEfqsarn6nmrui/Drw/4c1vVNR0/RdJsNQ15lfU7q2s4optSK7tpndVBkxubBYkjJ9a+bpP2BPjMzZ/4bK+Naj28O+F//AJW1JH+wH8YAnzfthfG2Ru7HRPDS5/AacBQB9TpbLHFtXcOfX/OPwrmvhz8FPCHwes7y18J+GdB8MWupXcl9dQ6VYRWcdzcSffmcRqN0jd2bJxXzrL/wT0+MEh/5PK+OcfPG3RfDX/yuqSL/AIJ7/FgK279sL47t6btL8Ocflp1AH1Rp+mw6bC0cMaxRFi2xeFBJJOB9ST+NNbTLdr2O48pGmhVkjkx8yBiCQD15Krke1fL03/BP74ryRbV/a++OEb4xu/srw8efp/Z9Rxf8E9viyDl/2w/jsx740vw4oP4f2b/WgD6Quvhp4fv/AIg2niybR9Nm8TafYy6Za6q8Cm7t7WV0eSFJMbljdo0ZlBwSgJ6Cnan4C0PVvFWn67daZYza5pUE9tY6g8Sm6s4p9vmpHJjcqvsTIBwdg9BXzi//AAT9+KrwSJ/w2B8d03DAdNM8N7h+emEVHb/8E8/ipFnzP2xP2gpfT/iX+GFx/wCUqgD6Y0vwdpOgLELHTrGz8hWSLyLZI/KVmLsq7V4BZiSB3JPWs+8+EHhe/wDiRZ+Mrjw/os3i7T7NtPtdZksYmv7a2YkmFJivmKhLMcA4+Y+pr59X/gn18UA4P/DX37QDD0Nj4Zx+mlg1Bcf8E6Pidc3DN/w2J+0NGp/gjtfDagfidLNAH0noPgPQ/CutarqWm6Rp+n6hrkqz6lc21okU2oyqoRXmZVBkYKMBnyQOBipbPwXo9j4tvdeg0uxh1rUoI7a7v1t1W5uIoixjjeTG5lQsxUEkDc2Opr5m/wCHcXxMx/yeN+0Z/wB+PDX/AMqqhtv+CbvxNhl+f9sj9o6RfTyPDQ/9xZoA+rJNLhlmaRo0ZmG0kqORyMHjkfM3B45NZms/DvQPEWqaZfahoulX19ors+n3NxZRTTWDNjcYmZSYydq5K4ztX0FfNR/4JufEYtu/4bE/aU47Y8Nc/wDlIpyf8E5viVC+5f2w/wBoxv8AYkh8NN/LShQB9VeTFFLux82SQfTPJwffvWO3w60GXx/D4sbSdNk8S29i+mRao0CNeRWjusjQLLjcsbOqsVBwWUHHFfOz/wDBOz4gTRKrftcftGKy/eZT4dXcfp/ZVRH/AIJyfECYc/teftJLx/C/hzn/AMpNAH05c6JY6hc29xJbwzT2bM1tKYld7ZmGGKEglSQSCRjINEmjaf8A2yt81vb/ANoLH5S3HlL5wQnO3djO3POM4r5f/wCHbXj6P7v7X37S6+3neHmH66UTUNz/AMEz/H91Kzf8NhftORk9kn8PAD8P7KoA+oNU8G6HrPiCz1a60vTrjVdNVktLyS1R7i1VsbljkI3IDgZCkZxSw+E9Ki8QTatHp9mmrXUKW896IF+0TRIWZI2kxuKKWYhScDceOa+Vz/wTH+IHb9sf9p5vYz+H/wCmlimR/wDBMH4jR/d/bK/ad59ZfD7fz0ygD6qg8H6TBFHEthZhI7hrtFECAJMxYtIBjhyXYlhySTzzVptFs21GO8+zxi6iiaFJ1QCREYglA3XaSoJHQkA18q2P/BNP4hWfmeZ+2H+0pPuUgBn8Pjb7j/iWdahH/BMT4hf9HkftPev+u8Pf/KugD6ztbGG3tTHCixxkk4VdvJ5JxjvnP41Bp3hzT9Ie4a1s7W3a6mNzcNFCqNcSlQpkcgAs5UAbjzgAdq+U4/8Agl5463Zk/bG/aoYn+7feH1H/AKajTo/+CXXjSLcR+2J+1Yd397U9AOP/ACk8fhQB9Zw21vayvKqqsknMjBQC57E46+nNPN3D/fWvkmL/AIJe+Mk3Fv2wv2q3ZgQP+JnoCqPw/sqnp/wTC8aCPB/a/wD2pCf+wjoX/wAq6APrcOrDIOR60STpFjcyrnpk4zXx/P8A8ErvF0srMf2w/wBrBS3OE1rRFUfh/ZdOH/BLHxegG39sH9q8cc51rQzn/wApVAH17JcRxfekRfqcUn2yH/nrH/30K+QZ/wDgld4umlUr+2B+1ZGo6qNa0c5/PTqVv+CVnizb/wAngftYbvUa7ooH/psNAH179qjAz5igepNH2yL/AJ6J+Br5Am/4JVeLJoFX/hsH9rNSOcjXdFyfy0sUv/DqLxIAP+Mwv2vt3f8A4qTRAP8A00mgD69+1RE8MG+gzSrcRueP/QTXx6//AASY8RSn5v2wv2wl/wB3xRow/lpIpG/4JLeIE/5vC/bEYf8AY1aN/wDKqgD7Ba6RWxtY/Rc04XEf0+or48X/AIJJ64fvftfftjZ7/wDFW6T/APKykT/gkZq8RJP7XX7Ys2ez+NNOUD/vnThQB9h/aY8daVLmOTp/KvkCD/gknqSFg37WH7X7d+fG1l/8g1w37Vv/AATs8TfAz9lv4leNdE/as/auk1jwh4V1TWrBbzxdZTW7T21pLNGJEFiCybkGQCCRnkdaAPvoMpppmUfwt/3yTXyBoX/BLbW7/RbOab9q79rLzpreN5NnizTgpYqCSB/Z/Az2q3B/wSq1SCfzD+1R+1vJt/hfxjYbT+AsKAPrQXEZ/wD2TQZo1XJZcV8jz/8ABKTVJ2z/AMNVftcfL2HjKwXP5afn+tMl/wCCTd9Nbsv/AA1H+1wrN0ZfHtuCv/kl/SgD67E8ZXIIYe3NAmjI6ivjs/8ABIm+Kbf+GrP2wj/3UC3B/wDSGpIf+CR10v3/ANqP9r5sf9VDj5/KzFAH2C0qIOSMdc0iXMUg+Vlb6c18ir/wSUkjiZT+07+1427ufiIuR9P9Fp0f/BJmSJAB+0x+1zj1PxFDH9bagD64WdGfaOW+lKkqSA47HHIxXyZF/wAEnhGdz/tI/tZyH1b4jMM/gIAKJv8Agk/BK+X/AGhf2q3bGMn4iyc/+QaAPrQuoH+Apqyqw+634qa+Tf8Ah0xa/wDRwn7VX/hx5f8A41Ucv/BI3T5G3H9oL9qz04+JM3/xugD64Dg/wn8qaJ4ycfzr5FX/AIJC2Im3f8NDftX/AE/4WTKQP/IVSSf8Ej7Jk4/aG/ayX/d+J1yv/tPFAH1sJVZQcNz/ALJpfNX+63/fBr4/X/gjxokkm6b48ftYXBPd/ivfrt/74A/Wnp/wR08Oq2f+F5/tWsPQ/FjUsH9aAPrxp1QZIb0+6aeMMK+TLD/gkT4ZsL2GZvjJ+1BdeS4cR3HxV1R43IORuXfhh7Hg96+rrCD7LYwxbpG8tAmXbcxwMZJ7n3oAmxRiiigAxRRRQA1o9x7flWD8Q/hT4a+LOjf2f4o8P6H4ksRyLfVLCK7iUnHIWRSAeByOeKseAfC48EeDdP0n7VNefYIhF58zs0kuO5LMzE/VjWxuoA8bH7E/hnRJPM8L61448CkNuWHQfEd1DYxf7tnK0lso74EQBJJ6k0t38P8A4weCbSR9G+IXh/xaqf6u18U6ELeWT2N1ZNGqn3+zt16V7HmjIoA8R0/9oP4geBYCvjL4Q69Kqjc974R1OLXoPc+VIILoeyrC54I64zb8K/t7/CvxTq7aXJ4qtPDutqdraT4mil0DUA390QXqxOx7/KCCOQTXsJA9qzPE/hHTfGenNZ6rYafqlq3WC9tkuIz/AMBYEUAXbHUY9Ss47i3eOaGZQ6SRuHVwehBHBHuKk88f7Ppya8Xu/wDgn98M4Ltrrw9pur+A77f5iTeEdbvNDRX/ALzW9vKtvL9JYnX2NU7n4QfGTwLdTSeHvitZ+KrSNgy2HjXw5bsxX+4t3p/2dl/3nhkOeTmgD3gHIorxaT42/FPwKG/4SX4QT63Cq7vtfgrX7fUgOf4oL0WcoPThPM79e8UH/BQf4V6bfLa+JvEVx8P712VRB4y0268O5Y8BRJdxxxSEkcFHYHBwaAPbqKpaH4j0/wAT6TBqGm3trqNjdKHhubWVZoZVPQq6kgj3Bq2sysODQA6ijdRuoAKq6zNJBpsrwrG8yqfLWQkKzdgSASB7gGrW6qPiPTJta0O7tbe+n024uIXiiu4FRpLVmUgSKHDIWUnIDKRkDIIoA/IH41fGD4teDPh78RvDGm+FtG0vwt4k8e/FCC7vLTXDHb3xXStXneKdTFvO10Eqny8ExdV+9Xungb42+IviL/wTl/aZ8O61rXh/VbP4e/Dq1sNNm0Wx+xrDHP4Rtrt0YGWXLrJI2CTwMDaAMV6l8Rv+CSuiy+H9Dk8K+Ip/+Eqs9Z1TWNZ1TxTBLrcPiV9Usbiz1FZ7dZ4I4RMlwzYtvKVSoAAGQdDTP+Cf/i6Xwr8StHvvGXgvSdL8d+DLrwpb6d4Y8DppljYzzx+X/aEyNcytcTKmEAZwCqgHOM0AeK/txftBf8Mppo/hGz8J/Du2Hiyys3tvHi6ILqz+Gdi8sMT32u2gVhHAAXW3uGkWOWUFHEaxu5+9/hL8PtB+H3hC3t9AsdFtLS6/0x5NLs47W3vJZAC9wEj+TMn3sjtjmuJ0L9nW60HwlqWj7vBNxb69B5Gs/aPDc8/9rgxCJhNuvCWQoNoQkgLgDArp/gX8OdU+FXhCPRb7VNHvtP0/bbaRbaZo/wDZdvpdlGipFarH5su5Y1UAMSDjjFAHcUUbqN1AHhPwlT/jYX8bD/1KnhH/ANG65Xu1eGfCfav/AAUF+NHzfM3hTwlken73W69z3UAFFG6jdQAU0NntQ0gWvlPx/wD8FBrv4e/8FMPBvwgk8OpJ4D8WWs+jzeKhJ8tt4pW2N/FpbAnAzYIJOBktNGvUmgD6uB4oqO3k3wI3HzKDUm6gAoo3UbqACijdRuoAKKN1G6gAoo3VHdBpLaRY2VZGUhGYZUHtkcZoAfuwf5c0tfCNr/wU18aaR+xR45+Lmqf8K1m1bwP4g1zRB4ViW4hvNak07UrmyS3gczO4ubryAYkET5aVRgjkfb3hfWH17w/Y30tpc6fJeW8c7Wtyu2a2LKGMbjsy5wR6g0AaFFG6jdQAUUbqN1ABRRuo3UAFFG6jdQAUHpRuryP9tf8Aap0/9jf4A6p42vtPn1q4juLfTNK0qBwk2sajdyrb2lorHhTJPJGpY5CgscHFAHrRfaOePqadXz58R9c+O3gP4P2uvWkPgvxF4pM9mupaHa6fcLDbQSTRpObaXzDJM0KM7/vFUSbOiZr36DcC24j7xx9O1AEtFG6jdQAUUbqN1ABRRuo3UAFFG6jdQAMcCm7/AJaGb37183/teftBeOPhT+0b8CfBvhe58P2+m/FbWdR0jUZtQ0uS7kshbafPeLJFtmjGW8nYQwIw2RzQB9Iq24UtfOOhftS+Jvhn+2/ovwV8eQ6PfL480G98QeEfEGmwPbC5+wtAt5ZXVuzv5cqi4ikjkR2V0DghGA3fR26gAoo3UbqACvG/+Ci5x/wT7+On/ZPteH/lOnr2TdXkH/BQRFn/AGEPjQjcq/gjWVb6GymoA9P8IsW8K6bn/n1i/wDQBWhWd4SwPCum9FzaxnHp8orR3UAFFG6jdQAUUbqN1ABRRuo3UAFFG6jdQAUUbqN1ABRRuo3UAFFG6jdQAUUbqN1ABRRuo3UAFFG6igBsbrLGrKVZWGQRyCKdisrwLocnhjwRo+myrAsun2MFs6wnMYZI1UheB8vHHA47DpWqTgUAU9U1m10mHdcTRQ7jtTewUu3ZVz1J4wK8p8IftzfC/wAdxeG20zxhYTJ4pgvbyykaN4vLism2XTXG9R9nEbkITNsyzADJNbX7RllrWq+E4bfR7GzvHkuFLmaJ5ZLcjDB4wkUh3ds44HcV+ffwj1298a/tUftLaLZ6C1zNDPYC3jsbS7Q381lbot1Bastsgfy5XhEqhs5OO5IAP09vfEFjp+iS6hcXlvb2MMLXElzK4SKKILuMjMcAKFBJJ4AGa4f9mr9qjwT+1r8OB4r8Cav/AG1on2qa0882skDF4327gjgNsfho3xtkRldSysCfmD/gqLovi64/YE0XVda1KdtWXV/DFnf+H9Mt/K0jV5bvWLS2mguYJRI01u6S7DbyFo+u5X4A8N8LfBTQr3/goD8PfDfhP4ifETwZpfiC18STzzeD9ciWSC+WS2mj024RLRUitIvMupIoJozFE7ME2l+QD9KtY+OHhXw746uvDN9rtha+ILTSTr0lhISs/wBgDmNrhVx88auNpK52kqDgsM4Nv+198NdQ15NJtPGWj32qSX8GltaWbNcTW9zOu+KOVY1Ji3L8wMgUY5Jrw79r7xk3w3/ae8Gabr2qeGpfC/ifwhr9pdvq1nFb3aon2CIQRXyK1wGlact5cSkyOEAAwCPFv2Qf2SviGv7XHxAi1fxBpfi6H4V+J9Anhudcvrn7Rql0NBs4nv7gRxr5twluSsQc7VkkkZt5xQB91fGD9onwX8C/Dmpar4t1yHR9M0u0a9vrmSCWSO0gAJaWQojBUAUkk8Dv1FQ/C34y6L8crbUrfT9L8VW+n2hSEvrvh270mHUUdNx8hLuKNpowOCwXH4EZ+Bf+Ct/gS6+NHhnT/h1rVhfaFcfE7U5tM0nStOuP7PstojIutT1PUGliE6RW7MyWICJLMYVJlGdvpP7FumR+JvjR4L8SfDG1m8a/Bu3utY0211/xH4ejutU8PvCDC4sNYN4JbmzllV4lfyJwwRh5zKF2gH0X4k/YC+E2rXc2oab4Rt/CGtTne+q+E55PD9+zE53NLZtEXOecPuGc8VHZ/AD4i+AAP+ES+LmsX0aghbXxtpMGuQqOwEsBtbk445eVz1zuJGPa0+7S0AeHS/E/45fD8KNa+GPh/wAcwKfmufB2vx29ww45+yah5KKec4+1NwO54M+nft0eCbWXyfFK+Jvh3eKQJIfFehXGnQxn0F3sa0f6pM3T0xn2ll3jB5HvUT2UckLRsqmNhhlxwR9KAM3wv460Xxxpv2zRdW0vWLPIAnsblLiPnp8yEitVHVifb1GK8u8afsWfC3xneG8m8F6Pp+qE7v7R0dW0i+yTkn7RatHKfXljzWTF+zF4s8Gvv8I/F3xtp0Y6WfiDyfEdo2OmWnVbn64uAeBzQB7QQpoCCvHbbxH8avBuqQW+peHfh/4y09nAa/0rWLjR7vZ/Ewsp4pkJ6HAuh1NEv7Z2heEbmeDxh4b8f+DVt3Km81Dw9cXGnuM4DC7tVlgAPUb2U46gUAex7BjGKULgVyXw5+PHgv4w2xm8J+K/DfieFfvPpOpwXoX6+UzY/HGK6tX3D7rCgB2KMUm72NDttXNAHhHwkcf8PD/jZ/2KnhEf+Rdcr3jFeB/B+4Wb/goh8bgM5Xwt4RByPV9aI/ma98oAMUYoooAoeI5rm00e5ms7P+0LqKMvFbGQR+ew5C7m4XPqelfA37Q//BOj4jfGb9h6S4sbW40r9oRPGEHxBsQfFTPpNhrkWoJKsgO3YYhbL5GBGG8vjgkk/oRRQBi+A7/WNW8K6bda9psekatPbI17Yx3C3EdtMR86rIAN4Bzg4GR2raxRRQAYoxRRQAYoxRRQAYoxRRQAYqK9eSGzmeGPzplQlIwwXe2OBk8DPTNS0UAfAfgb9hn4ix/sRfEr4Z618OPAtz4q8fa74j1ODV7vVYpbWx/tW+ubmGd3jhWfzrZZ1A8tQd0Y2t0I+zPgF8O9Q+EnwU8I+FtW16+8Vap4d0e10671i9/4+NTliiVGnf8A2mIz6812FFABijFFFABijFFFABijFFFABijFFFABivGv27P2Ubf9s/8AZ01TwO2pTaJqDXVpq+j6nHGJBpup2VzHd2czISN6CaFNygjcpYZGcj2WigDx61X4peOfB9no+saTpvhXWC0I1XWtN1MXMLhCPMazUqsgaQKABMqhAxz5mMH123hEanjjJI/E5qSigAxRiiigAxRiiigAxRiiigAxRiiigAI4r5m/bK+BPxH+J37SnwI8YeENI8N6hpfws1y+1fUor/V3s7i6W4sJrMRwgQSLuXzS+WYAgY6819M0UAfOuhfsv+KPib+2roPxn+ITaPpreAdCvtE8IaBpN294to18Yftl5dTvFHvldYI40RFCIu7JZjkfRWKKKADFGKKKADFeP/8ABQQN/wAMIfGjYPnHgbWWHuRYzV7BXkf/AAUAz/wwl8aMAk/8INrXA/68ZqAPSfBjeZ4O0lm6tZwk/wDfArTxWX4HOfBWj8Ef6FD1/wCua1qUAGKMUUUAGKMUUUAGKMUUUAGKMUUUAGKMUUUAGKMUUUAGKMUUUAGKMUUUAGKMUUUAGKKKKACg8ivONe/Y++E/ivXLzVNU+GfgHUtS1CZri6urnQLWaa4lY5Z3dkJZiSSSeTVUfsR/B1Pu/Cn4cKPQeG7P/wCN0Add8R/Atx490NrCHXNY0OORsyy6ZKkNxImMFBIVYx5/vJhx/CynmvPvF/7E3w48R/CbTfBq6Tc+H9P0OWS40m/0bUrix1XS7iTJe4hvEcTiZySXdnYyZO/eCc6TfsQ/B1jn/hVfw7Vv7y+HLRW/Py6li/Y0+E0ahV+GvgNQowMaBa//ABFAGR8TP2U/Dfxo/Z0t/hp4r8QeJ9a0q2ksZzqcmuNFrE81ncx3MMz3Maq3mCWJCWUAnHbrVG1/Yb+F+kfEzw3410vS/wCx/GHhmRjFrdjqcyajqcTriS3v59xkvoXO1ilw0mCikFSBjpI/2Kvg7Hu2/Cr4cjd97/inLP5vr+7pqfsTfBuJ1ZfhT8N1ZehHhu0yP/IdADviP+zf4D+Lnxk8C+OvEWk2ereJfhs91J4emnmZl06S5RUllWL7pfCLtYjK4yCDWt4C+FmhfDjx3408RWNxcNqHjq/g1DUhNPuQSw20dqnljHyjy4kyO5BNY0n7FHweuX3SfCv4dsSOc+HbXn/xynn9ij4O7Av/AAqf4a8evhiyP/tOgCn8Uf2S9C+PGk3mmeOtX8QeLvDd9nztCubpLXTJV7JJHbJE86f7Ezup5yDVX4D/ALDPw3/Zg8fatrvw70NvBkOtWyW15oelXssGgFlYMJo9P3fZ4ZsfKZIkQsOGzWkf2HvguRz8IvhgfXPhax/+NU2H9hv4KxD5fg/8LVHovhOxX/2nQB6g1wkEW52VR3OagfV7YH/j4g/GQCvIvG/7MX7Pvw08M3mseIPh58H9D0ewQy3N3f8Ah/Tre3gVQWJZmjAGACevSrPhv9kT4H+LdBs9U034Y/C+807UoEurW4g8NWLRXETqGR0PlcqykEHuCKAPS5PF+nQnm+s//AmMf+zU1fGmmn/l+sev/P1H/wDFVxP/AAxl8Iz1+F/w7O3pnw3Zcf8AkKnf8Mc/CcHj4a+AR6EeHbPj/wAhUAdt/wAJlpZH/H9Y/wDgTH/8VR/wmelj/l/sf/AmP/4quNP7IXwtaLY3w58Bsmc7W8O2RH/oqmt+x78KSgX/AIVn8PcD/qW7L/41QB2LeMdLb/l9sW/7eYv/AIqpbbxHYXS747qzODjIuEPv2JriF/Y9+E6nn4ZfD0/Xw1Zf0ipP+GNfhCevwr+HJ/7luz/+N0AVviv+zZ8MfjTeC48SeGfCt/fJhkvgot9QhYHIZLqIpMh91YH3rlL39mq88E2rv4I+NPj3wspyFtNT1SDxNYk9if7SWW4AH92O4Tj8662X9if4O3D7n+FHw1bjGG8L2LZ/OLP60g/Yj+D6/d+Ffw1UdgPCthgf+QaAOZtPHHxe8D2226b4V/EiC3Pzz2GpT+HL1gOf9RJ9qhZ/rPGp9h0drX7fHhn4eafJdePfDvjTwHZwrmS9v7BNQsV+s9hJcIAPVtvr05rrz+yF8Jyir/wq/wCHZCjj/im7Pj/yHSr+yN8KVjZR8Mvh6qnnH/CN2fX/AL90AeD/ALIH7UHw5+Of7cfxv8QeDfHXhHxNos3h7wnGt9p+rQXEO9f7WzHlW4Zc8qcFSeQK+pf+Fg6Hn/kNaP8A+Bsf+NfLXwh/Zd+Gt5/wUQ+NlvN8PfBMlvb+GfCssUL6FatFGZG1YPtUx4BJjUkjBOBnpXvSfslfCuF9y/DP4fRseMr4dtAcfXy6AOo/4WPof/QY0c4/6fov/iqf/wALB0Mf8xrR/wDwNj/xrlj+yn8MG+Zvhv4AZum4+HLTOP8AviuX8efDD4GfDu5t7fW/B/wv0+S8hkmjik0C1MjxpjfJsERPlruG5zhVyMnmgD1RPHGkyLuXU9NkX1W7jx/6FQPGmlucf2hY/wDgTH/8VXz18VdW/ZP+B93o8PjCH4E+GZvEFk2oaUupafptudTgBUGSDcg8wZdeFyTuFb/jX4W/AXwppfh2S++Hfw7uD4uvIbHRreHwvayTajLIN42II921Yw0jscBEVmJ4oA9mTxnpkv8Ay/2P/gVH/wDFUDxtpZ/5iFj/AOBUX/xVeR+Kv2efgD4O8SaBpGpeA/hLY6p4quZLTSbWfw9p6zahLHE0zpEvk5crGpYjsB9Kq/D74BfAP4iapr2n2Xwt+G8WreF77+z9UsZ/CVjFcWcpG+MkGHlZIyro65Vlbg5BAAPZj460dBltT01FHUm7jwP/AB6k/wCE80XZu/tbSxGejm7j2n/x6uIP7FvwfL7v+FV/Dfd/2K9j/wDGqmg/ZD+FNqf3Pww+HcZHA2+GrMY/KOgDq2+JWgq2P7a0f/wOi/xpP+FmeH1Pza5oqnsDfRc/rXNj9k74Xqf+SbfD3n/qXLT/AOIpy/sr/DQSMw+HPgENJy5Hh21y/wBfkoA6P/hZegDrrejK39030XP/AI9Sf8LK0L/oMaP/AOB0X+NYMP7Mfw5tl2xfD/wPGuc4GgWo/wDZKxfG3wR+D/gfTP7Q1rwV8NbKBpUh8670O0XfI5wiD5CWdjwFAJNAHeL8QNDIz/bWj/N/0+x//FUo+IOhn/mNaP8A+Bsf+NeRXfhX4B2fhWfWpPDPwtGnW94unO76FbBo7okKLcx+X5gmJYYj27jkcVX0vQP2d9b+GGseMrPwz8Jrrwx4f+0pq19Fodo6WElv/ro5F8vcsidChG4EgYycUAey/wDCwdD/AOg1o/8A4Gx/40w/ETQQ+1tb0UH/AK/o/wDGvDNfg/Z1+HnhfTNS8TeDfhr4VOqWH9qR22p+GbW3uYLcYDTTRiNmhjXI3O+FUkAnORXe2X7N/wAJr/RIdTt/h78N57W5iE8dxDoVk8MsRXcHVxGQyleQe4IoA7RviZoCk/8AE80Xjv8Ab4v/AIqk/wCFneHW6a9obev+nxcf+PV4F8LvG37L3x6s76T4dWHwk+IFxpti+oT2fhzSbDULlI1/hKonySE8Kj7WY9Bwa7z4U/Cb4OfF3wLp/iTw74J8BX2jatEJba4j0C0XfyVZWXy8qyMGRlblWVgcEGgDvZvi14Zt1y3iLw+qryS2owrx/wB9U62+K3hm7iV4/EWhSI3Rl1CFlP4hqxG/Zb+Gsi/N8PfAze50C0/+N05P2ZPh1Am2PwD4JVR0A0G1x+QSgDYl+KnhxP8AmYfD47fNqUQ/qaH+KfhxSo/4SDQfm/vajEufpzzWT/wzf8PyPm8CeCyB0H9hW3/xNNH7Nfw9H/Mh+C/w0K2/+IoA3D8TvDvl/wDIe0X/AMDo/wD4qmr8UPDuf+Q9og/7f4v/AIqsM/s2/Dvdt/4QPwTnrg6Da/8AxFc743+G/wAHfAN1Cmr+Evh9azXEbzJG3hyCWVo0xvk2pGTsXIBYgAZGTQB3z/FHw6P+Y9on/gfF/wDFU4/FDw2Rx4g0P/wPi/8Aiq8f8bXv7PfgHQ7W/wBZ074V21jeWI1SGf8Asi1khezP/L1lI3CwDvI2EHdhUvjrw58D/CHhvw7qQ8DeAtYXxdcQ2uhR6X4es7yTV3mXchg2rhk8vdIXztVEZiQBQB6nP8XfDMLfN4k8NqvcnVIRj9ai/wCF3+Dwf+Rq8NZ9P7Vt/wD4uvL7qL9nzw/40g8N3Wm/Cqy1S81D+yobdtJtIxNebd32UMYthn2/8swxbg8cVr/GXwt8C/2dPhvfeLvG2h/DHwr4b0t4o7zVNS0m0gtrVpZUijDuUwu6SRF57sKAO4/4Xn4LPB8XeFwe4/ta34/8fpkXx98ETbtvjLwmdvUDWLc4+vz14hbfGb9nPUPhIvxA0PSfh74i8DrqCabd+INF0O2vNOsHZgplllVMeQrMgaVNyruycAE17Nb/ALPHgJU3L4J8Hxs4GfL0S1Gf/HDQBcT46eC5fu+LvC5+mrW//wAXTv8Ahd3g8njxX4aP01W3/wDi6gX9nvwKo/5Evwifro1t/wDEUp/Z+8DKvy+C/CI/7g1v/wDEUATf8Ls8If8AQ1eG/wDwawf/ABdDfG3wivTxR4bP/cVt/wD4uq3/AAz94HHTwX4PB9f7Et//AImlHwA8Dr93wX4RX1I0W35/8doAn/4Xf4RK8+KPDP0/ta35/wDH6Q/HLwep+bxT4ZRfU6tb/wDxdQ/8KC8D9W8G+E2YdP8AiTW/H/jlQ6v8HvAmkaXPc3XhPwjFaW6NLM8mkW+yNFBLMfl6ADJPoKAJpf2gfA0J2nxp4QyOCDrNuCP/AB+mt+0X4AB/5Hjwd/4O7bj/AMfrwj4NftjfsmfHPxJpOj+DfFvwg13WtcjeWx062t7aO4uFSNpXKxtGHG2NHY7ugUk16L8N/F3wT+LmsRaf4ag8CateXFkdSto4tNhU31oGCG5g3IBNCGZVMke5QWXnkZAOuP7R3gFW/wCR58F/N0/4ntt/8VTh+0X4B/6Hjwb+Gt23/wAXXD+HfGfwe8Q+H/E2u/2T4Ps/C/ha/l0251y80u3t9PmnhO2cRSsMSLFIGiZhx5iOoJKmqXiH4gfCDTfg74f+IMfh/wAOah4C8RtbmLXrHRbeezgguAPJu5MpuFuzMi7wp271Y4TLAA9Hj/aC8Ct93xt4PZuuBrduf/Zqcf2g/AhPy+NPCLHuBrNtx/4/Ull8E/BohXb4T8L8ZGf7Jg9fZcVMPgl4PU5Xwr4bXPppcH/xNAFF/wBovwDbYEnjjwbGzdAdbtvm/wDH68r/AG6/2g/AV7+xB8YIV8ceD1ebwXrESf8AE6tuWaylUY+fuT0717GPgv4RU/8AIr+Hf/BZD/8AE15d+3X8KfC9p+xJ8YJ4/DOgrLB4K1mVNunwhgy2MxGDsODkDmgDr/Av7RvgFvB2kL/wnHg5W+xQ5B1u2yp8tcg/P2rT/wCGkfh/n/kefBv/AIO7b/4um+CvhH4ZTwhpJ/4R3Qd32KHLNpsJZj5a8k7etay/C3w2x/5F/Qv/AAXQ/wDxNAGY/wC0d8P0/wCZ48G/+Du2/wDi6T/ho/4f/wDQ8eDf/B3bf/F1qL8JfC4/5lvw/wD+C6H/AOJoPwl8Lk/8i3oH/guh/wDiaAMeT9p/4bwOVk+IPgeN16q2vWoI/wDIlNP7UXw0Yf8AJQvAv/g/tP8A45W4vwp8MhQv/CPaDtHb+zof/iaT/hV3hvdt/wCEf0PH/YPh/wDiaAMT/hpv4ek8eOPBzfTXbT/47Ukf7Snw+cf8jz4NU9lOuWuT/wCRK12+Fvh3cP8AiQ6G2P72nxHH/jtPPwx8O+Zu/sHRw3qLKL/4mgDHb9pD4eoPm8eeC1bpj+27bj/x+gftKfDv/ofPBn/g7tv/AIutv/hXGg7cf2LpOPT7FF/8TTH+G+ggfLo2kr9LGLn/AMdoAxX/AGmPh3Gu5vHvgpR6nXbXA/8AH6bD+098OLiPdH8QfA8i9Mrrtqw/PfXQ/wDCvtD/AOgPpP4WUf8AhSH4e6GT/wAgfSvT/jyi/wDiaAMEftL/AA7P/M/eCf8AweW3/wAXUX/DTvw5MrL/AMLA8DDb/wBR+1z+W+uj/wCFe6H/ANAbSv8AwDi/wqOT4YeHpTltD0VsnJzYRH/2WgDnYf2qvhnKGx8RPAny9f8AioLQ/wDtSj/hq/4X4/5KR4Bx6/8ACQ2f/wAcrpl+HWgoPl0XSR9LKL/4mnDwBogP/IH0v/wDi/woA5VP2rPhncSrHD8QvA0zyEKoTxDZkknjgeZXoEEqzQq6kMrDIIOQRWWvgfSYCrR6bp0bKcgraxqVPqOK1Il2Rqud2O570AOooooAKKKKAIdN1GLVrGK5gLNDMu5SyMjEe4YAj8RU1FFABRRRQAUUUUAFFFFABRRRQB4/+3pe6fY/sXfFttQmtIIz4O1dEa4dVUu1jMqgFuNxJAGOSTinfsDa5Za1+xH8IpLK7t7yNfBukRs8MokCutlCGUkfxA8EHkEV6pquiWeu2rwX1rb3kEgw0U8YkRh7q2RTdG8P2Ph20W30+ztbG3UkiK3iWKME/wCyoAoAuUUUUAFFFFABRRRQAUUUUAFI5wv05pabP/qW+lAHgfwahVP+Ch/xuk53SeFfCPfjG/Wa9+rwX4Ot/wAbBvjT/wBip4S/9GazXvVADXGV9K+Af+CiPgL4gfF39tLSIfhN8VLP4I+OvCPgG8uBrWsxrd6X4xt7m4Crpr2sm1CsDw+Y9yjM8Jmj/dsGr7/bmsjxN4A0PxpaQwaxo2l6vDayebDHfWkdwsT/AN5Q4IB9xzQB+ePwJ8d6T4t+EvgfWryHUfgv4m8F/CSe6gh1GwsdS0cCO8ljjlhvLyMzTgvaibbEqForqIllLKD337NHxd8YfHn9q/4A+JviJ4f/AOEX1rWvgle6/wD2PMjp9g1ma7sVulVJMMsiwMByMqrsOma+zNb+G3h/xOLVdU0PR9TFg/mWv2uzjn+zNjGY9wOzjj5cVy/xf+Adv8T/ABV4R8RW99Po/ibwTfNd6ZqMaCT91Mvl3NtIhOHjlhJXk5VgjjlRQB8M/tHeL9S0b/gpn+zf4o8deFb6w8UX3jPXNM0WCTVtPaHTtIXS7qNDCBc7t07bJZS6Altsa4KgN9IaLI2nf8FZtVt9Okb7HqXwrt7rWIAcL58eqtHaOwHVvLa5UE8hVAzivoLUvA2i63cQ3d9o+l3l3bqBFNPaxySRc5wrMCRyM8HrXKfCv4C2nw68e+L/ABZd3k2seJvGVxCbu8kjEawWsCFLa0iRfuxRqWJzku8jseoCgHodFFFABRRRQAN0r5S/4KuaJJ4w+EXg/wAOWeuXHgvW/EXjXT7fRvGkVx5Mfgm7SOaVNQcEbJeIzAsEhVJXnVSy5r6tqnq+gWev6fPaX1pa31rdJsmguIxJFKvoytkEexFAH5v/AAo+Lejfs1+Dvil4g/agvPDXiTxB8LfiDY61p3xB0tjY2fi7UrmxFvaLDbbtkFzBA5t5YQ7xop8xiOSOb8GXXhfxn8J/EXijSPG3h3xs3xY+P/hfVPHjeHLlbnQNLimntEi02O4RjHcbI4rVJ5gVEju2QBha/Tay+Heg6fosemw6JpMOmwndFZx2ka28ZznIjA2g5JOQM1g/Fr4B+HvjB8Jdc8F6hZLa6Rr1uYpDZBYJbeTIZJoyB8siOFdW7MooA+Zv+CjP7RXwp/Zz8f3WnTeJPAvhv4x/Frw2/huK+8U619k02w0hHffd3McjiJkiaaQpGFDzu3lhgpLL2f7NnxJ+F3wX/Yu8E+B/C/ia48WW/h74cpqmlWipv1nW9ItovJN5HbZ3MJMEKM4JZRmveNA+H8Y8O6fB4iFh4k1a0tkgn1G4sIke7YAZfYAQuSM4HANbUOkWlt5ZigjjMaiNdi7di/3RjovsOKAPiv8AZU+Jc/w8+NXwP8A+CNem8WeB/GXw8uNW1ZbrSrG3vfDZtY7b7FNM9nGqq8vnSQtFMzEtExViQ9eqf8E/pBaav8dNOscL4d034n6kukon+pi8yC1mu0j7YF7LdZA4Vy47V7Mvw6sfD2j6lF4XsdL8N6hfxuRc2lhGoWYg4ldF2iQgnOG69zVH4D/BbTvgF8N7Xw3pb3NxDBLPdT3Vywa4v7q4mee4uJCAAXklldjgYGcDgAUAdpRRRQAUUUUAVdR0uO+MbNJcRmGVZh5UrR7ivQNj7y+qnINfCP8AwUK8CeNPif8Aty6FH8L/AIqW/wAB/H/hjwFeXi+JdWt4r7S/FFpNcqv9mtaylUKwyxCZ51Jki3R4Qhsj74bkVleIvBGj+MIVj1fSdN1WONtyJeWyTqh9QHBAPuKAPzFvf2w/hT8AP2PPhndahaeBfg/8avil8P8A/hCNOtvE3iGSPTNG0iCa5DXs7yBRJbB3mni/drJO0qIDg5X0f9jzw14X8L/HX9knw74R8Qah4i+Hnhz4Ma8/hXUrtfLOrXKXOk273mw5/eNbs5Vc5RJnA4Jr70v/AAbpWrSxvd6Xp908ShEaaBZGRQSQASOAMngetcX8af2erX4oar4P1iwupNB8Q+BNRF/o99boreWjjy7i1dD8rQTw5jcdR8rLhkWgD4R/aY+On7PXjD41y/ALRfGXhnwvY+H/AIh2njLxgiX/ANp1XV9fe6S5TT9PgZyxkknZWnmU+XCFZAu5zt+lv2xvjJ4F+Jnw2bw7L4g1CS1tPH+kaBrWoaFDa3Q8MahFcwXiC9N0DBHD8kKuzhsCVQFJYCvo6LwrplvdtOunWKzk7jIsC7yc564zT9R8O2OqWVxb3dnb3NveDE8UqB0n9mU8N2656CgD4y+GfxTvPi78MP2sfBniuex8T/C/wSl1pei+I5be3t7fULWXSmmvLVzbokDi0kyhlTHJwdrIa97/AGA9T1XXv2J/hLqGvNO2uXvg7SZb55s+Y0ptIiS2e59+T1rb+Of7O2m/Gr4Rt4F85tF8LX8scWq2WnwpGuoWIbM1lnjy45fuuyfNsLAEE5rv9OsItMs44IYYreGFFjjjjXasaqAAoHYADAAoAnooooAKKKKACqHiTSLPxDot1p+oW8V3YajC1rcwSruSaOQFGVh3UgkEehq/TXjEikHvQB8N+EdH0L9srWv2m59WuJPDfhb4eR6j8IvDws4dreHLdNKil1G+gRQCskhuljGBnZaBRwxB+ffgndeOPiD+0d+zHD4L1bwj4o0n4L/A7X4G1jwvPdMt0lzYWNvpklzBJDH9kluGtkkS0YyMnkyHOAtfq5aaDZ2Bm8i1t4PtUjSzCNAomdhhmYD7zEAAk8nAqDQ/B+l+FkmXS9NsNNW4kM0q2sCQrK543MFABb3OTQB8vfsXeIvDPg7/AIJE+AtSvNS0+z01vAMUt1cXskcMbXctsz3G5n4MjXDTbgeS+7OSDXI/sjeI/C3jz/ggfoENzqGk3Wk2vwgNrqoFwjJYlNLbzElwf3bp1IOCpHbFfS/wI/Z0sPgBpuu6PpN1PN4X1LVp9V07SbhEZNENw5mnhhb7xha4eWVVb/VmQqp2hQJf2hv2e9P/AGifh7N4T1G5ms/DuqXMTa1bWqIG1e2Qhjas5GUjdgocryybl4DE0AV/2J9W1jX/ANjT4R33iKSeXxBe+C9Hn1N5wRK901jC0pYHncXLZz3r06orOEW1ssaqsaoNqoowqAdAB7Dj8KloAK8n/bw4/Ye+Mp9PA+tEfhYT16xXlH7eB/4wh+MQP8XgnWV/OxmH9aAPRPBb7/B+lt62cJ/8hrWnWb4PTy/CWlr6WkQ/8cFaVABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAHn3xx/aI0n4F33hexvre91DWPGmqDRtD0+0MSSX1z5TzFd8zpGgEcbtlmGcYGSQKrfs3ftRaB+03pfiWTR7fU9N1LwZr1z4a17S9RiWO60u+g2l42KM0bqUdHV43ZWVxzkEDn/ANuH4u+Lvgp8H5ta8DfDjXPiZ4qM6W2nWOl28M0unu+Q14wldAViXLbFYNIcJldxYcZ/wS88FTeCfhH4qSfwJ4+8IXWqeJbnVb7UfGr2/wDbvi69nWOS41GeKF3SFDITFFFvO2KBBwBigD6dooooAKKKKACiiigAooooAKG5HTNFFAHgvwhQp/wUL+NXv4V8Jfh+81mveq8N+Frf8bA/jEnHzeFPCr+/E2sj+te5UAIzbRXmXxG/ai0fwF8V7LwPBZ3mteKr7RZ/EK2FvNbwstjC6xvIDNIm87mA2puI6naCCfTXGVr4d/4KKfsV6P8Ate/HjTofiRofjubwbpPhqZfC2s+CI5otV0jV5XdLnzJrbM6gwiDy0cfZ2JkD5wMAHp2u/wDBSnTbez0fVNB+GfxR8Z+GtW8Lw+K5dZ0eys1tdMglZwkVwbm5hxLiORiE3gBCc4IJ6G1/bLXxlpfwti0Pwvrlnr/xUD39ppevQfY7rSNMhUS3F3dohcx4QxoqZJMk8SnHOPGdS+HHxi1L9j79nT4f+JNBn1q+vvE9hpvj9reGCGODQ7ZLmVTcxxt5aiXybNJUjypaRxgDgeheOTceFf8Agqj4E1TUZlj0jxZ8PNW8PaYXyq/2hFfW148YzwXa3RmwOSIGPQcAHdfEv9szwf8ACT9of4bfCnUJdQufF/xLluY9OhggMq20dvbSXDy3DgbYwwjKruILndgYViL/AMKvj83ir4q+MPAmtWS6X4p8KSRXQijkMkOo6ZcM32a8hZgMglXjdeqSRMOQVJ+UPj18CviR4B/bP+B+u2sNz45ZfHGreIfEeuW/g67lTSLO4sLiztIHdbrBSFZkiRVA2/NKVG51b2jRIpvEX/BU7XbqzjaTT/C/wzttK1WZCGUXVzqZuLeJj18xYInfB5CzKejDIB9LUUUUAFFFFABRRRQB418f/wBr2b4FeOLXRYPht8RPG0baXJq19feHrS2e20qJXKL5z3E8K5bbIQFLEBCSAME8ZD/wUqt9X0PwLeaN8HfjVrs/xA0y51aysbTSLNbqyt4pY4o5LoSXSrCkxlVkYsQFwW2gjPQ/t/8Ahfxd48+Evh3wv4T0+8voPE/jDRtO8RvbqrNaaKbpJL5yCyjY0UZifnOyZuDXMftQ+Dm1H4q3jav8L18TeGbfwXPp3h6+0mynutRhv5XxJaBYzst02rCyTMFCsp+dNtAHo/xN/aCvPC2t+BNA0/RGm8YePbho7XSrq4Vf7Pt4YvOvJ53i3qFhXYnykhpJY1BO6pX/AGndIP7UVp8I30vxFDr11oU/iKG+lt0WxltoZo4WCvv3M2+VeNuMd+a+bv2dvBfjz4P/ALRf7NLfFzUTqXii4+Fmr+Fr7UprkTPLrX2nTrvyXkwBJI1tBP8AP1doGPOSa9I8ZaZrw/4Ke+CvE8fhfxJc+G7HwLqmg3Wqw2Ja0guri9s54VL5zgpBJlgpUHAJBIoA9W+G/wAaJNf+Mfi7wNrFium674dEWo2m2UyRappk7OsNyhIGGV45I5E52sgPR1r0WvmqS0m8R/8ABVCG609W+zeEfhlLba0yDKmXUNSWS0hY9mC2lw+PRwccivpNOlADqKKKACiiigAozRUc6FwAO5Gee1AHi3iv9unwv4W1LxYotNS1DS/AOuWnh3xJqFq0JXSby5EBiVomcSsv+k2+SiHiUFQ2DiXX/wBtbR7PxbrWmaJ4Z8ZeMYPC+t2Xh7Wb3QrBbuGwvbl0Ux7Q2+TyBJG1wyKVhVvmOVYD4w/aZ/YL8QfEn48+PviXpui+ONE/aFsfFVrceDNR0iyz4Y1nSrd4fsaaihJs5witN5j3JW4Rl3R8LGKyLv8AYv8AH3wc0H4m+HPB/hHxIvxd8TfG1PG2geOLWCQWQ0u61KG7meS7L7IYorb7Vby27ndJlfkfcDQB98XH7SkN38cPE3hewsZrrTfh/pCaj4m1CNJJWtJpk82CziiRS0szQgysq5IV4wAS4rjvBP7f+k/FL4maH4D0/wAP+IvD/jPxp4Mfxx4Zh122EUF3Zq6x7bgRM0ltIrvHujlVThjgllZRxnwS1zxP8O/i/wDte6boGk2niLx7H4itfFOg6ZeXgso9YguNDso7RGlYEJH59rPCXAO3Z68VyvwY8B+Otf8A+Ck/hn4j6P4R8ReG9E1vwBNZ/E2bXo7gwtqYkR7G0043eZQI5Hui/wBn2wMmwkM5GAD6g/Zj+P1v+0X8LodcWzm0rU7O8udI1rTZTufTNRtZTDcwZ/jVZFO1xw6FW716JXzX/wAE7Q2u6v8AHTxNAJl0TxP8UNUm0ou++OeO3htbGWaL/pnJPaysCODwa+lKACiiigAooooAKp67rMPh7Sbq+uGKWtlC1xMwUsVRQWY4AJOACcAZOKuVz/xWbXl+G3iA+F1sn8Tf2bcf2Qt5n7M155beSJcc+WZNu70GaAPGfCP/AAUg8G+JdE8L65NY6pp/hXxr4dv/ABPomrmS3uY7q0soRPPvSGR3jcQkOFYeqkhxtpPhL/wUR0H4m/FbwP4TvPDfiHw3P8UfDEvi7wffXsltLa61ZRLE8qloZHMM6RzwyGNxja/DEqwHyB+xH+wTcfss/tDfDnx58N/B3xE8M3V9oupL8ZdB1mwxpl9O9pLNnTlfEMc76iFCrZMIGiYZC4Ge0+Blt8Uv2mf2o7/xl8QfgB8QPBGvXHhvWPD3h/U9YvdNTSvBOnSJiOK1SC4lea9u5TGZpnSMKsaoo2rkgHv3h39v6yvvhvY+NrrR7j/hHfG3i0+EvAkUMh+0+IH8yWJbmVnxHbwytbzuhY8xqh5aRVqHVv8AgoPDN8O/iVr1j4Z1CHVPgnrS6f460K72yXVnaiJJ3uLV4mZJh9nlSdeeVV1IVxivPP2aPjZ4w+Fv/BH34d33w1+HOofEz4geG9DtvDI8NwXUFq1vqVozWl0bh53RUWGWKRmUkM3CgjduGN8Ft3wC/Yg/aC8ReOfh34w8I3+qQXuq69qXi69spNX8b6hPYCN7jy7SaaK3hLmK0ggVztVFUDuQD7q8O63a+JdCs9SsZ47qx1CFLm2njO5JonAZHU+jKQfxq5Xm37GngTUvhb+yB8KfDGsLt1fw54O0jS74ek8FlDFIP++lNek0AFeSft8S+T+w78Ymxnb4L1f8f9Dlr1uvIf8AgoKWX9g341Mudy+BdbZceosJiKAPTvCR/wCKV03/AK9Iv/QBWhWP8PpvtHgLRJDyXsIGJ9cxqa2KACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAoppcD/wDVR5g/yKAHUU3zB/kUeYP8igB1FN8wf5FHmD/IoAdRTfMH+RR5g/yKAHUU3zB/kUeYP8igBSBnp+lIu0dK8+/aA8feJvAOg6beeHbDR5rd9Tii1rUdVvEtrXQdO2s096wd0EnlgD5N65yTnjB4L/gnh+1drf7Yfwo8Q+KNU0/R49LsPFWqaJoWs6RKzad4psLSbyU1GBXLOiO6yJgswJiLKSrKSAfQFFN8wf5FHmD/ACKAHUU3zB/kUeYP8igB1FN8wf5FHmD/ACKAHUU3zB/kUeYP8igB1FN8wf5FHmD/ACKAPCPhXIp/4KK/GJc/MvhDwtken77WK95rwD4TnH/BSD4zH/qTvCv/AKO1ivffMH+RQA6k4FI8nHFfOvxQ/ax8SRftdXnwl8M2ui6feaT4Fk8a3ep62jvDcfvzBFbworodoZWMshJCKU+XLZoA+iyB6fpXPeO/hjoPxIi0+PW9Ohv/AOy76LUrN3JWS0uYjlJY3UhkYcjKkZBIOQSD8j/s5f8ABS3xH+3Bd6dafDKz8O6M8Hw+tvG2sXGtRSX8UNxc3Fxbw2EYikiIUm0nczEt8uzCnJNdR8Hv26NS/a80T4Dr4PiPh2X4oeHn8b66ZNtxNpOm25iRreIkbS8t1KkQkYcRrIwG7GAD6uwBDz+ZrD8G/DfRfAkupy6VYx2txrN8+o6hMCWmvbhwFLyO2WYhVVRk4VUVRgACvDPjD+21qngr9s/4T/C3QdCh1bS/Fur3ml+JNadisWjzR6ZPfQ2sYz88zJEGYjIRWQHl1rpvhZ8YtY0/9qXxb8LfEGow6m0elweL/Dt55SxTy6bNM8E1vIFAVjBOoCuACY5YwwLKXYA9topu8f5FHmD/ACKAHUU3zB/kUeYP8igB1FN8wf5FG8f5FAC5BNLivmv9sj9vvRf2RPif4R0XxVrGi+BvD/iyzvHt/FOu200mlm+h2mOwZ0ZFjkkXe43sNwXCgtVb4nftieOPA/7M3ws+IEfh3QYJvGmt+HtN1ixvpZt1jHql7bWuYAoBZlE5ceYRgAAgnNAHvfj74a6H8TbC2tdcsI7+GzuY762Bdke2uIzlJUZSGR1yRuUjgsOhIrb8tYF+X+I5P1PNeRfHn4s6xH8a/Afw38L3y6bq3iiO71vVL8xpK2n6VZGFZPLVgV82ae4t4lLAhVaU43Ba8t+PP7bXxE+C/wAU/D2gSeHPCN1qHi7x/B4c0Tw1HqHnaxq2hvGXl1lCj/uRCqTu0ckJBWDaG3MCQD6Y8I/D3R/BGoardabZpbXOu3j3+oTAkyXc7YG52PJwoVVB4VVCgAVvV4v4D+LmseHP2tvEnw18QXR1K21DSB4v8M3xjRJBam5MF1ZOFABNvI8JVsZMc6hiSpY+zLJkfyoAdRTfMH+RR5g/yKAHUU3zB/kUeYP8igB1FN8wf5FG8f5FAC8Ckdcr6dunSvjL4qf8FTIfAn7TPib4XSTaDpnj3SfEWladoHg7ULWdNV8aabeG3V7+ymZliYIXuuEEmwWbl8BhiDxh/wAFJPFXh/4Z/ED4qW+n+HZvhr8P/iP/AMIBcae0EraxeRw6nHpd3fx3Al8oEXMu6OExHMcRy4ZhgA+sb34W6De/Eaz8XSafH/wklhZSadFfoSkhtpHSRoXwQHTfGrAODtYZGCTnX8R6Lb+I9EutPuvM+zX0TwSiORomKMpDYZSGXgnkEEV4TN+0f4o8S/GX4vQ+HdJl1rR/g3YR2SaPaeWl34q1qayS9EKzSEJGiRSQxgcZkmYscIAeT8IftW/Ej/hqzwV8I/GFnoa3HxH8B3nicXug2EtrfeDrmBokaK7immuI3VmmKxyZXMsDrsYHIAPpjwP4H0r4c+FtO0PQ7KDTNH0m3S1tLSBdsdvEg2qo/Lqck9SSa2K8d/Yz+NutfGD4f61Z+Klsx4u8C+Ib7wprclquyG7ntWXy7lEydgngkhm29FMhA4FeweYP8igB1FN8wf5FHmD/ACKAHUU3zB/kUeYP8igB1ISKTzB/kVn+KLm9tfD99NpsC3WoRW7tbQsdqyyhSUUkkcFsA8jigDQO0dv0ofG3ivinw1+1V+0R8NfiP/Z/xSb4I3Wg+C/Cc/i74h3Hha11NLrQbdYJXhihM8rRvNK8MpCk8JEzEAMhba/ZA/4KCa5+06vgnxFNdeANN8I+MPC114suLHF7b6tpNtiGS28t5lEV+oSRhcSwqqxOoUZBzQB9MeC/hT4f+H+ta/qGi6bDptx4ovBqOqeTlY7u62KhnKZ2iRlRQzAZYqCcnJLfiB8L9A+KY0+DxBYpqkOj30Op29tLIwhFxES0UjICFk2thgHBUMqtjIBHjX7N/wAafHnxh/ZNvvi1HJpz3fjKKbXvDmjahH5NlpWlgN9kRniBkkklhRJpGJI3zFVCqozieGv2jfH3xm/4JjeC/jdo76fp/jB/Cln43u9Mt4v9A1MC38+5sP3gZ1WSPeiOCGV/LbJAIIB9TQJ5cKr8x2jHzdadXP8Awq+IOn/Fb4YeG/FOlMz6X4m0u21azZh8zQzxLLGTjjJVxW95g/yKAHV5H+3/ALm/YU+NCxjdIfAutBB6n7BNj9a9a8wf5FeT/t5yKn7D/wAYmb7q+CdYY8dhZTZoA9A+GqCP4daAq/dXTbcD/v0tbVY3w+XyPAWiK33l0+AHj/pmta/mD/IoAdRTfMH+RR5g/wAigB1FN8wf5FHmD/IoAdRTfMH+RR5g/wAigB1FN8wf5FHmD/IoAdRTfMH+RR5g/wAigB1FN8wf5FHmD/IoAdRTfMH+RR5g/wAigB1FN8wf5FHmD/IoAdRTfMH+RR5g/wAigB1FN8wf5FFADqKKKACiiigAooooAKKKKACiiigDzD9ovwd4+1+78J6p4F16z0//AIR/VvtmsaNdhI7fxPZmJ0Nq9wYpWgwzLIGVDkoFJUHcOK/YI/ZR1b9meH4n6lrF1pkNx8TPGNx4sXRNJLNpfh1ZYYIvs9uSqb9xhMsjiNA0kjnHc/QTssalm2qvcmhZFI4/SgB1FFFABRRRQAUUUUAFFFFABRRRQB8//CVt3/BSP41D+74O8KfrNrP+FfQFfPfwii/42W/G5t3/ADJnhDj/ALb65/hX0JQAjLuFfOX7Yf7Mev8Axr8X211pmi/D/WLVfDeo6LFJrEU0Goafc3JiAlFxF801kYxIJrI4WciPLYyR9HUx3UH5sdcUAfE3wF/4Jq6z+wjcaOfhFc6Bqdmvw1tfAmp2esyNZeZd2s008Gpq0aSZDPd3IeHjhk2txiofg7+zBB/wTn+I37PMKXM2peF9H8BT/C3U9ZdNkcN200F3aXEo6RRzTxTxbjwJJoVONwr7eeSMNhtucZ59KbK8MkTb/LaPqcgEcf4UAfIPxh/YB8RzfH74R+I/AeqXVvofgPxRqfinV4dT8U3KzX89/DNHMsX+jzEHM7N8zbSpaMBAQy9p8ONA/wCFm/8ABRHxV8QbJJZPD/hHwfD4Ft74k+Rf30l817drCejrCEt42YcLJ5idUYD6L+0x/wB5eaSNoQgCBNpJwFxgnqf60ATUUUUAFFFFABRRTWlVGwTzjOKAPn39oX9lib4nfGyHxRfaD4V+Inh688OSeG7rwx4mOLSy3zSSNdQAwzIXlVxFICgJSJMMeVrhdW/YH8UeF/2M/hx8J/DuraDcL4J8R6br5k1a4uWt4YbHV01CKwgwrP5aIogR3OUSNDtPQfXUdzFI21WRjjJAIoSeORNysrL7UAfN/wAarG++Gf7Zfwn+KWpWsUWi3ehaj4E1yWCQyRabNe3Fnc2czMQMQGa0aIyEDDzxDGCSOR/aD/Yy+K37RHg2Twfq3jLRfsUfxBtPFlh4sRTBrGgada3kN3Fp9tDHGB5w8t4DMZQDFM+QSdlfXkphuI2RjGVxyDjinRoI15x6HigD558K6W/xb/4KJat4ssluG0P4b+EpPCn2wqfs95qN7dx3NzDE3Rzbx2turkfdebb95WA+iIhtTHpxzUYnht/lzHHuy2OBn1P61IsgY8UAOooooAKKKKACmSjcV+ueuKfRQB8PftD/APBNbUPjjYfETQdX0vwZrkvjbxQPEmjePbyZ4vEHgs/6OI1tgI2kEluISsLRTxIVk2sAN4ev4j/4JpeLL/4S+Pvg/Y6toL/DPx38RE8dyaxcTSrq2nwzarFql7Yi3CbJHeeIqk3mqFWYkqSgB+5HniRsMVVvQ9acJExkbemaAPlz4Hadqfwb/az+P3hvZDHcfES/tvHnhSW9kcWd839nWthdwl1BOYbi0RnRfmCTxsBzkc3+x/8As4fHD4FfFHVPG/xj8XfB3UFvoLi88Ua/o1leR6lqoRT9lgaW6Ypa2FqpkdYoiFDFmwC8jN9gzx28lxG7eX5kZ2oe6n0FOu/JaFlk2KrDDbgMEe/50AfPf/BO3wnfr4c+I3ju+trizj+LPjnUPFVhDcQ+TKmnmK3tLNyuAR5sFqko3YbEoyB0r6LqOIqoVe4GOO1SUAFFFFABRRRQAVHOnmIVHfr9KkLbRUYuIyF+Zfm+7z1+lAHzf8Lf2MtWaw/aU0vx1rdrrFj8cPEt9c2kloredpukzaTa6fFasXHLxrDKwAJUeZx1Ned/Dn/gnF4u1bxL8EbfxprHhu10H4AeB9U8Faa+jPNJdeJRe2EGn/aZlZI0tQtvbhvKQy5kckOAq19qG4jUhdy5Y4Az1NAnRkDZG09D2NAHy3+wwviSb9gyx+HM0Fla/EL4b2D+BNXsr93t4YpbZDBDcHajMYprXyJ42UEMkq85BAwNP8MeLP2Ev+CUOm/DvWP7H8TeMvDvhSHwT4dg0RZpW8R6g9qLW3VYnUMpMjB3HzBI0d2IVSR9hqsYZmVV3N94gde1DvFvXdt3KcjI5B5H+NAHC/sp/CJ/2fv2Yvh34DkuPtUngvw3p+hPMDkStbW0cJYexKZHfGK76oVu4fNaNWXeuCygjK5zjP1wfyqYHIoAK8k/b8O39hP40t/d8Ca235WE5r1uvI/2/wBWb9hD42bep8Ba7gf9w6egD0bwHL53gjR2xjdYwH/yGta1Y/w+BHgPRd33vsEGf+/a1sUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFADV+dQwPDcjml2+5qtoei2nhvRbPTrC2hs7HT4Etra3hQJHBGihVRQOAoUAADoBVqgBNvuaNvuaWigBNvuaNvuaakwcHhvl9qT7Qu3+negB+33NG33NM+0r7/lTkmWQ4GfyoAXb7mjb7mlooA81/aL+Ocfwf0TTLK0a1n8U+Lb4aP4ds52IWe7Zdxkkx/wAsYYw80hGPkjIHzMBXk3/BH/4geIPiV+xHpN54v8VTeMvFVj4k8T6dqOqTlRLcm38QX8MbFF4RfKjj2r2XaOa+ifGXgPTfG1iYr6ysbiRQ3kSz2kVw1szDBdBIrKGwB1BBwMg15r+xj+xX4X/Yg+HN/wCF/Clzq11p+oareaxI+oi2aYTXVxJcTfPDDFlTLIxCsDtBCqQoAAB7Ht9zRt9zSPLs6g003CgdG/KgB+33NG33NMFwG6An270vnY+8Cv1oAdt9zRt9zSeen95fzo85P7y/nQAu33NG33NIJQz7f1pwoATb7mjb7mlooA+f/hGpH/BSn44f3T4K8G8/9vHiCvf9vua8G+GUXkf8FHfjF+7dWn8EeEJA2PlZRd6+v55Br3qgBpGO5r4j/wCClv7V/jH9nn42eHf7E8H+M/ih4X/4RPVL7XfDvgi++zeINC2yRrFqpAI82A4eIJu3blZlSTawH200yklSG4NeZ+Pv2dIPEfxUXxtofiLXvCPiVtKXRbufT2haLUrRJJJIo5opo5ELRPLKUdQGXzZBkhsAA+Pf2MvjXrX7b3xc0zwtffEzWNZ8PaB8G9G8QRan4fuJNNm1XVtQu72B71ioRvMtxZCMJIgAk3syZOBN+xf+0v4g/bwsP2W9J8ZStM2ufDWT4m+Jo4lEdvrl3BNbWdqsirwUE0jXOz7u+OPOQMH3jw//AME1vBXw7vtLvfBOqeJfA2q6foF34YuNQ0q6jabUrG6u3vZfO82Nlab7VLPKswCujTyEH5jVW/8A2PYf2dfHvwV8QfC7SNuj/DPRpvAV5o0Tq00mg3Ig2PG0jANJb3FvbzNuOWQzY+YgUAeY/tceLPiL+z98W/hvI3jjxDDp/jD4uWS3vimeOKPw9oukXDeUnh17dZJGkmncrDHcNCgEswZpExg+ufDnU7j4Wf8ABQ3xZ4CtZJj4V8ZeE4/HNrbOxZNP1GO9+x3nlDOVSYPbSFfu+Z5jdXaqtz/wTS8E6i6aa2p+JW8Fnxt/wsaTw4bqNrOfW/tZvVleTZ57w/asTeS0hQMi4+Uba6j4ZfB/XNc/a+8afFLxBYtpsaaTB4M8OWbSBpHsopmuri8k2sQPOuHVUTgqkAJ+9gAHuO33NG33NLRQAm33NG33NLRQAm3FeZftQfCW8+L3gezsofHXiT4e2Gn6gmpajquhXItb1raKOQtGJWVlRS5RmLKRtU/UenVzPxj+Gtr8ZvhV4k8I6hLeQad4p0u50i7ktZfKnjhniaJ2RsHDBWOOOtAHxf4M+HXxE+If7IN14i8P/FT4zanH8T/EWjX3hsS69p9rrekaH5kWfInmhWHzp4TJcOjo52MEClkJabVf2gJNH/Z/8Q/DfQfFPxHb4gW/xH0r4bazqPim+jutY0yTVLi2Z7qGaFVh8trGVpITGqhWIG0MCD9Ja7+x/wCHNb+Cvw98Hq15bL8LW0+48NX/AO7lutPubGDyIJvnRkc+WWVgVIO49OMef/Ef/gn1aw/B7xo/hm7uNR+JWueKLH4hrresSqTqGu6c9vJZxybAqx2oFrHB5aKFSNnOCSSQCt+3Rbah8AvhR8LYvBOv614TsdP8feEvDy2lhLGYbuxn1S3t5YZfMRnIaMsCQwJ6kkk19Ka4/l6VcfvmiZVkYSdBFw2CT0UD1JGK8o+KvwET9s/4Y+FG8TXHi7wW2n6lpviZdMs57aO4tL+0kS4hSV3ilDeXMoOFwG2jOQcV1Xiv4C2vjTXZrvVNa8TX1pdaDdeH7vSf7Q8nTNQiuMb5ZoEUKbjblRKMEKSAOaAPlf8AY61C9+Hfi/wb8P8A4weIPi5r3i34t+Eby5s7Lxfrmnaro92tvHAdRgjWwRUU7ZwyeaZSYiQHB3LXs37Afiq9XQviP4B1C/uNUuPhL4zu/DUF3OxkllsXhg1CyV2PLPHa30MRY8nysnJzUngr9izQPg34h8LeKprjxF4sufhT4bn8P+DdPcWy/wBjWbxxJJFbpHHEsk7x28MQkkJO1cDG5i2/+xr8IdW+GngTxBq3iVII/F3xB8RXvinWYofmS0eYrHb227+IwWkNtCzdGeNmGA2KAPXtvuaNvuaWigBNvuaNvuaWigBNvuaRuD96nUjJv/A5oA/MX9qX/goj40+Dv7Tfjzw7qi+KbbwrD440jTdF+JmkztJ4S8HxSR2v2jS9XhVTtnG25JkIdd15AGaEqMfS/jPxT4g8N/8ABVb4c+G4/FmvXHhfxX8PPEuqzaFM0H2GK5trzRkhkj2xB9wWeXl3f73HfPUeMv2CdD8Y6f460KXxB4ih8D/ErUZdU8ReG1NvJa3k0oT7QqSSRNLFHPsUyRo+Cd5XbvatvxJ+yHp3iT9pfw38U28SeKLPXPCWj3mh6bZWxs106Gzu3t3niMbW5dtzWsOCXyu3jGaAOC+F3xNi8VftN/H3x14s1O2svC/wZuoPCuly3E2y302FNLtNR1K8dc4Du10qbiM7LcAcMc+c/sz/ABt8W/tCf8FD/ix4b8cX0K+DNe+Gmg6vongyYru0y1ur3VYZVuFDHddSwwo8oH+rEiJ1Uk+zeDvgpq3w8/at+JbTaLa618P/AIxw2ur3RMUbR6dqlvaw2M8U8bH54ri3ggZTggNC4P3gag8PfsIeEvgv+1B4h+OGjza82vahocejy6HZWGmrYvawtNLHHDGtskomLzON3nguCqsSqqAAQf8ABOvxpfXXhf4heA9Qvr7UpvhD42vvCNpd3bmWefT0jgurIPISS7R291HEWJyfKyeSa+i9vua8W/Yh+C2sfCb4f+ItV8TwxWniz4k+Jr/xnrFpE4dNNluiiw2e4cM0FrDbRMw+VnjdhwRXtVACbfc0bfc0tFACbfc0bfc0tFADJVzG38Xt618NftO/s8+J9T/aQg8L6L+0B8atF8Y/FnVJ9bttP0fU7aDSfDOhWKWsd08cD27ksfMiiUFwXlud/CxsK+6CMivMdW/Zd0TV/wBrnSfjJJdasPEmi+FbrwjBbLcAWRtbi6hupJDHtz5u+BAG3D5c0AfK/wAQNa1n4BftC+JPil8RfG/xqi+Fdn4z07RbOOw8T6fL4ZtxMtnZW0s9pDG19tN9J5co80De+5ovLy1es/s63Fx8fv2xfjd4g1K4lWz+GeoQfD/w1Chx/ZpbT7W8v7tQcgyTPdQJudSQtooHBOb/AIu/4Jr+C/GF1qdjcXmtReC9a8Xx+OtU8LW7wJp+r6sksdwJZ28rzmi+0QxSmHzNheNeNuVrR+GPwm1/4Ifte/Ea+0+wkvPBPxaFv4gkuo3X/iR61bQx2lwkgY7mjuYI7V4yoIV4Jgwwy0Ac9/wT68V+ItW+KP7SWi674o13xVa+EfiUNL0qbVJI3ltbY6Jpc5hXy0RAolmlIAUfe7nmqP7efw7+IHxL+LPg2Hwp4m+Keh6Dpejatd6vD4F8RaZpV7ey7rQQJIt6khkVl89VMSrtc8yKcV6N8E/2PLH4EeIfiNqWl+LPG2oXHxQ1OTWtZF/c2m1LxreK286Ew28bxsIYIlUBto8sHGck5ep/sK6aPEOk69pni7xtp/jDS/CaeCJfEr3UF9q2paYJPN2zTXEbnzzKWk85Arbmyc4AoA8b8Z/Hzw/4t+DX7Nv7Qnw31PWLzQ9W1/QfCtzLfzyC61TR9Zu4tMeG8DZMk8F5JbyFmJKvFKVYh2z9txrgY9K+WvFX7GkVhpfwS+DHgrRJdD+FPwx1bTvE+o3kk28SjSpUnsbJedzzS3qx3ErkABYCTkygD6lg4iX5duAOM9KAHbfc15L+30MfsJ/Grr/yIeuf+m+evW68f/4KEzeR+wP8b5NwXZ4A15ix6DGnXHNAHpXgRf8Aih9F6/8AHjB/6LWtXb7msrwE+/wNorAhg1jAQR3/AHa1rUAJt9zRt9zS0UAJt9zRt9zS0UAJt9zRt9zS0UAJt9zRt9zS0UAJt9zRt9zS0UAJt9zRt9zS0UAJt9zRt9zS0UAJt9zRt9zS0UAJt9zRt9zS0UAJt9zRS0UAec+If2YPDviXX7zUbjUPH0c99K00q2vjzXbWFWY5OyGK7WONfRUUKOgGKpL+yF4WhdnTVfiZuZduD8R/ELAfnenmvT7e5S7hWSFkljcZV0YMrD2NPyfSgDypv2QvDrsrf258T42BB+X4i66Rx7G6x+lS3v7Jug31u0ba/wDEyPd3j8e6yjD8RcV6hk+lGT6UAeUWn7H3h6ztvLXxF8UWHq/xA1pmP4/ac1Gf2MfDT/e8RfFIkdP+Lg63/P7VmvW8n0oyfSgDyu5/ZC8M3H3ta+J3YYX4ia8nT6Xdcf8AFX4RfCj4D+FLjXvGXxA8c+FdJt1YyXeqfFjXbaLjspe+G5icAKuSSQACTX0GxOPu18F/8F8df8QQfss6Xofg+w1DU/EuqeJdFn3RtHBaaZaxaxYM00s7RuY2eYwQxhcvumLBWEb4APUNC0r4K+LfiB4Z8LaX44+KOq654u02fVtPt7f4l+J2228MVvKzTbb0eQWjuoGVZQrMHyBwa0vjT8N/gr+zl4dfVvHXxE8b+FbBAGEup/GLxJb+YSwRQitqO6Ri7KoVASWYAAk18Ly/DDWPhb+2d8M5fGXg3XYfGXxEsvEd94zutS+JE4fRZdUaxsNDtL69skVVVo9Nis0aEN5jRqSc4Fey/wDBaX4heKLH9mfQvBfhOG6l8aahqXhqXXre2vw2leGrBdbtB9qnnkjWVzJdJFbxAfvZAXfYRE5oA+g/CHw4+Dfjrwhp+uWfjT4hw6fqcENxB9u+KvijT7gJLjy98E97HLGWyMK6qTkcciu4g/Yy8Hhf3erfFIY45+J3iR//AEK+r80fFOoQ6Z47/aOs/iRp7eG/H2qeO/hSE07VNZg1ueSRNWtFV7e5RFLwsPnTeqssZAdIyGUfsOh2/iT360AeFXnwE+F9ley211428b21xA3lvHL8V9bV429Cpv8AIJ9CK14v2NfC8h3Lr3xS4wQP+Fj66Q3Gf+fqvzm1340al4A8A/tkftIQ+B/h/r3hfx18RbfwZZ6pqsztLFp1o9poC3Mdr5BFyv2qa5k2CZDI25QRwa/Sf9kH4BWv7If7LPgn4bweINQ8RQ+A9Fg0j+1dTmDT3XkJgyPzhR1wuflUAZOM0AUpP2K/C8xLNrXxP3e/xE10/wDt1SxfsVeFY2z/AGx8Tj/3UTXf6XQrqfhX8bdN+MF9rzaLcaTqWl6PepYx3tjqUd0J3MKSsGRfmiYB1IDfeRlcEqwJ7XJ9KAPKD+x54Y4/4mvxHcdMN8QddGB9RdZpf+GN/CK/d1D4jfj8RPEP/wAm16tk+lGT6UAeQxfsTeD4AoXVPil+7LbT/wALP8SgnOQc/wCnc9ePSkP7EPgtkx/a3xY/H4p+Jz/7kK9fyfSjJ9KAPJV/Yx8JlQrap8UAqjA2/E/xLk/X/Tv8as3P7IfhW6tliOqfEpVXoy/EXxCrfiRe5r1HJ9KMn0oA+Nvh9+x/4Xk/4KLfFi3/ALX+I4jj8CeEpgy+P9cWYlrzxCpVpftXmMo8tSFL7VJYgDcc+4y/sd+Gm2Bdc+KKrGCFx8SNfGc9c/6Xz7ZzXMeA3/42h/FFf+qZeEjjP/UT8R17/k+lAHkQ/Yt8MiZZP+Eg+K25cnB+I2ulTn1Buqc37Gfhp3Vm8QfFI4/6qBrJ/wDbmvW8n0oyR2oA8kk/Y28Mn5f+Eh+KSqf4V8f61j/0pqGX9jfwldWgjk1z4oMrHkj4ja6pGDnqt2OhFemeLfCVh430abTtUh+02F0AskW9k3jIOMqQevoa/PX4GeD9H+M//BAv9m3wX4i1Dw7H/wAJ5pfg/T4IPEc10bXWpxcW9ybZjblZmeRYHK4ZQSBuZRkgA+u4P2OvCN1fzf8AE9+K3nRgK6L8T/EO1CeeQL3gn6cira/sbeF1BVda+KSKeoHxK8Q/N+P2zP5GvK/+Canivw/4Y8X/ABi+Dej+CPD3hC8+Duv2lvdz6EzNY64t/Zpew3X7xnmSby32yJLI7KVGGIYV9W5PpQB5Mv7GfhWMfLrXxS3ev/CzPEv9b808/seeGGhZTrXxSG4YJHxK8Q5H0P2yvVsn0oyfSgDyeH9jfwvCoX+3PiowUYBb4l+IST9f9MqX/hkXw2451v4nx/7vxG185/O7r1PJ9KMn0oA8rk/ZA8Ouvy+Ivimv0+Ieuf8AyVUUf7HWgrMrHxN8VmVTnafiFrW3/wBKf616zk+lGT6UAeVn9knRmkZv+En+KKbjkBfHurkD2wZ6Sb9kjRZLdkbxV8VArckr471UN+B8/Neq5PpTLhmED7R82DigDyWL9j7QbbaqeKPix7L/AMJ9rG0/+R6RP2N9B27f+Es+LZ5zj/hYes5/P7Rmvg79pn4jfET4ffGf4xePLLQIfGX7P1r410+bX/Glmoj8WfD19MjtY9QSyjZgbuxiktsFkAdGnuCFlVSa/Uq1J2Y/u8D6UAeTyfsa6C6bT4p+LLKeufiHrII+n+kUyb9irw5M6n/hKPi8u3+58SddXd9f9K9q9gyfSjJ9KAPJD+xl4dDbl8UfFpW7Y+IuuEfkboigfsdaHn/kavix9f8AhYWsfy+0Yr1vJ9KMn0oA8sj/AGRtAVFB8R/FFto6nx/rWW/8maji/ZC0WHOPFnxWOf73j3Vmx/5Hr1fJ9KMn0oA8sH7JWjqf+Rp+KR9j471X/wCP1DD+x5osL7v+Eu+LDNzw3j7ViOf+29es5PpRk+lAHkl1+x/o0v8AzN3xZTnPyePdVH/taoYf2PdDkjLDxh8XJO3Pj/VweP8AtuK9H+IHhu18YeFLrTb7zvs10ux/KuJLd/Xh42Vx0GcEZHevlb/gmZ4fj8c/8EZPhLa6rcXlwJvAMTSypdSxTs/lP83mKwfPHr+JoA9otv2QtCCMreKPiwwzzu8f6xn8/tGfyqvJ+xl4Zgj/AORo+MQUn73/AAsnXm6/9vdcn/wSW1R77/gl78B7ie4eaabwPpheWaYyO7fZ1GWZiSx/WvmP9q/Sfh/8L/jB8Wv2mdQ8PeC/idZ/DnxpoumavbLrOpHUdIkSPTrRk+zF1sVuLZ7kXCBo3MiycSIwUUAfZH/DEvhuVf8AkavjAq+3xL17/wCSqtR/sa+Golx/wkXxYbjGW+JOvk/+lleq2k3n20b8NvG4EdDmpMn0oA8nj/Y48Oxj/kZfiufr8Q9bP/t1Uo/ZF8PqOPEHxR/H4g63/wDJNep5PpRk+lAHkdz+xzodx5g/4Sn4sxrJx8nxD1kbfp/pGf1p1t+x3otrbrGvi34suF/ik8f6uzH6nz69ayfSjJ9KAPKW/ZE0Uurf8JV8VBj/AKnzVuf/ACPUK/sa6GA3/FXfFz5snn4g6xx9P9Ir1zJ9KMn0oA8eg/Yt0G2g8n/hMPjAwLZ3N8RNZZ/z+0VDN+xh4bgKhvFXxfZn7H4k66pPqeLmvVPGev2vhXwvqGp6hcQ2Wn6fby3N1cTNiO3iRGZ5GP8AdVQWPsDX59f8E/fh/wCCf2Mvjf8ABnw/ZeHfBeqan8ePBl9e6T4x0PVdT1IyvZRWl1OoF7I2y2uY7gThoFhQONrR8oSAfWsf7F3huG43jxR8X2bbjafiVr7L9cfaqnT9jvw5J08TfFjjj/ko2u//ACVXj3/BQL9nrw1+1/8AtFfCvwnean4N1DVtE0fW9cg8PanrGpWdxcI32O3W8jWwkjeSJGLROJHC4uBgMRivUP8AgnV8cdF/aM/Y38EeLPD3h2LwlpVxay2EejQsHh0x7SeS0lhjcKokjWSB9rhRuGD3oA1B+xv4bHI8Q/FTd3Y/EbXmz/5N4pi/scaEkW3/AISf4rMMkgt8RNbzz/28165k+lGT6UAeTR/se6HEpVfFHxV+bg5+IWtHH03XBryT9u/9kfQ9G/Yc+NV0PEnxQujH4D1t/KufHurTwvt0+4OGR5yrKcYIIII6g19aZPpXkH/BQj/kwj44cfN/wgGvcev/ABLrigDN+H/7G+hp4D0RR4u+LWF0+3Ax491Vc4iXsJwB9AAK0JP2LdEkc58YfF4c8bfiHrA/9uK9K+H7l/Aeitt+9YQHr/0zWtfJ9KAPH5P2ONFiQs3jD4ubVGT/AMXA1b/49VC7/Zk8I2ErLdeOviZCY22ur/EvVlZT7j7QD+Fe2XHMD/7pr8r/AIq/E6bwn+1t+2x+0lJ8MfCvxK8O/BXw/pvgqyTUbyO0aU6dZHU9UCiSGUOyy3UaZ+UkQFQcigD75t/2P/DynP8Awk3xYbjjd8Q9bII9f+Pmpz+yJ4f2/wDIxfFI/wDdQtbGPyua5r/gm9+zqv7KP7IfhPwd/wAJfN408tJtQTUJLVrGFUupXuUgtrZ2Z7e2iSQJHCzEoijJznHuvnKxwGXcOSM9P84P5UAeVw/sf+H4N2PEXxTYnnL/ABF11tv0/wBLx+YNSx/slaECGfxF8UGPv4+1n+QuQK4vxv8AtvSeEvFmq6auo/AlV0+5eBRqPxPFldjbjiaA2LeU/PK72x613/wF+O3/AAubw3fah9r8D3n2OYRN/wAIx4j/ALdgX5QcPKIYtr8/d2njnNAFG6/ZS0CIbl8SfE6MkgZ/4T7WP63BH6UyP9mPRbe5WI+KPiUXcHarePNULMBjJA87PB4r44/4KK/tCzeKf2nvgfe/25rnh3wz4G+Nuj+H301Le4tl8Q3Dw3H2m6n3R4ltoT5ccAQ4dmnc5XyyOU+L+uahd/sZ/tT/ABgaWY/FHwb8X7uHQtUdiLnRItO1GytLC1i7rC1sdzRfdl+1SEg780AffA/ZR0g/8zR8T/8AwudV/wDj1KP2UtKU/L4q+J6/9ztqbfzmr1DJz0pcn0oA8w/4ZX04dPF3xO/Hxjf/APxymyfsp6bKMN4t+J/rx401Bf5SV6jk+lGT6UAeXR/sp6ZCDjxZ8T23f3vGuonH/kWgfsoaSZlkbxT8UMr2/wCE41TafqPOr1HJ9KMn0oA81T9l/SoZkkTxL8SN0bBhu8Z6mwyPUNMVI9iMV6TEnlxquWO0YyTkmlyfSjJ9KAFopMn0oyfSgBaKTJ9KKAKUeradp4+zrdWUPlfL5YkVdntjPFOHiCxz/wAflpz0/fL/AI182/Er/gjN+zF8YfH+s+KPEnwg8Par4g8QXsuo6jeyXF0sl1cSuXkkbbKBlmJPAA5rEX/gg/8Askq+7/hSXhlmHRmu7wkfiZqAPrBdYtH6XVufcSr/AI0v9r2o63EK+5cV8lwf8EF/2RbZ90fwS8PKef8Al+vj1/7b1Yn/AOCFv7J11AkcnwX8PNHHyqm8vcL/AORqAPqs6xa/8/Vv/wB/RSf21abtv2q33enmr/jXyjF/wQk/ZLgOU+Cvh1fpe3vP/kemyf8ABB/9kmVyzfBPw6d3Lf6be4P4edigD60TUIZQNs0LfRwa4b49/Bbw9+0T8Ob7wrrt9dQWF5cWl0zWVxHHcRyWt1DdRYZlbgSwLkEEEFh3rwJf+CDH7IayeZ/wo3wr5n97z7vP5+dSj/gg1+yIrFv+FGeE2z/emu2/nNQB6/L+yJ8N9a8F+NtC1vT4PFEHxIyfFNxq0y3F1rZ2BI/McY2iJVURKm1YcAxhTzVjxj+zB4O8a/Ay3+H+pXmr3GhwnTGkubnVnu9Ru/sFzBcQGe7nLyzMXgQO8jMzAsMgnI8Zuv8Agg1+yHd25jb4E+D9uQfle5U5HTkSg0yX/ggp+yHP974F+E2P/Xe7/wDj1AH0bP8AD7wVcavrOovpXhpr/wAQS2s+p3DW0LSX8lrj7M8rEZkaHapjLZKFRjGBWvqx0nXtHuLC6u7eS2uIjFKFufLZlIwfmVgy59QQa+Vz/wAECf2PSP8AkhPhPd6+fd7vz87NSr/wQY/ZEWPYPgb4X24xg3F3/wDHqAPUov2JPgmnwAvvhXH4P8Mr8O9SuRez6EpxaNP56XImA3ZWT7RGs29SCZBuznmrN54Jk+A/hq6bwHYw61oNlYNHD4PtpLWGXUbuW5MlxeNeXDZeZlkcsJWxI2SzZYmvIZP+CB/7IMwUN8D/AAyu3gbLu9X+U1EX/BBD9kOA5T4I+H1Oc/8AH/ff/H6APRf2E/gvqPwU+G3iC88VNpVj4u8deK9S8U6rZ2d2s1vYCeTyrO0VwAGEFjDaQ5UBd0bY4xXuA1q0LbftVtkdR5o4r5Ot/wDgg1+yNaj938EvDqjJPN7enr/23ol/4IOfsjzH5vgn4e5OTi+vV/8Aa9AH1qmowS/cmhfH91waH1GCI/NNCp93FfI3/DhH9kQyq/8AwpHw8WTIXN/fHGevHn0+3/4IN/sj2alY/gj4bVWOTi8vev8A3+oA+tl1CBxlZoWHqHFNbU7dD800I/4GK+Tz/wAEIf2SXPzfBHwyx9TdXh/9rVDJ/wAEFf2Q2Yt/wovwmzN1Jnu8n/yNQB9aDWrT/n6tx9ZF/wAaP7atMKftVthuh81ea+V2/wCCGH7Jbxqv/Cj/AAmFjGF2yXK8fhLz+NS3P/BED9lW8txDN8GfD0kY4w13ef8Ax6gDf8DarAP+CrPxQH2i32r8LfCYOZBnP9qeIj/Ij8x619DDVLc/8vEP/fwV8nw/8EI/2S7aWR4vgr4dieVVR2jvb1WZVJIGRN0BJOPc+tDf8EJf2TXbJ+Dej/hqmoD/ANr0AfWA1S3P/LxD/wB/BTkvoX+7LG30cV8jyf8ABBb9kiQ5PwZ0nrnjVtRH/txUk3/BCP8AZPlhWP8A4U9puxWDYXWNSXOPXFxz+NAH1ZrulWviHS5rO63Nb3C7ZBHM0TEZzwykMPwIrzvw5+yB8NfB/wAI7HwLpPhWz03wjpM0Vxpun2rzImlSxEGJ7VlbfbshGVaJlK5OMZNeLxf8EIv2T4pAy/B/Tww6f8TrUz/7c0Tf8EIP2TbmQtJ8HtMbdyf+JxqX8vtFAH0X8Kvgt4Z+C0GqJ4b00WL65etqepzsXmudSumAVp55pCZJZCqqu52JCqoGAAB1pkwejflXyC3/AAQV/ZMeTd/wqG1HGONf1UcfT7Vio4f+CBH7I9u5aP4O6epIwSNd1Uf+3NAH2Gr7vX8RignFfHw/4IHfskn73wesT7nXdUP/ALc1Yi/4IP8A7J1ugWP4Q2KBehXW9TBH4/ac0AfXVN8wY9Pxr5HH/BCL9k/Of+FP6aT6nWNSJP8A5M1NY/8ABDL9lXTovLg+ElhDH6JrOpDP/kxQB9Ym4Vf4gPrSLcxsu4MpX1DAivlOb/gh1+yzMDu+FNtyMY/t3VAD/wCTNV7f/ghR+yravuj+FMK47DxDq20fh9qxQB9bLJv6CkkYMpXrn0r5Mb/ghj+y1L974Xso7bfE2rr/ACu6h/4cPfspIfl+FO3nPy+JtYXP/k3QB7drP7H/AMPvEGvaxqF3oXmf8JHcpe6zZLczR6brNwm0LLdWisIJ3wqgs6EsFXduwMekwx+Snduv6818lD/ghJ+yqJS//CrW3Ebf+Ro1nkf+BdRz/wDBBz9lO4+/8K8/9zPrH/yXQB9elvlzg0wThhwr/ipFfJLf8EI/2VXiVD8LW2p0x4n1gY/8m6jh/wCCDn7KsBO34XzqW6n/AISvWst9T9soA+vScdqN2B0r5Ib/AIIU/ssEf8kvkHqR4o1kN+B+15oi/wCCFf7LcL7l+Gt1n38W62387ygD623Z7UF9vY/gK+S5P+CGH7Lcww3wxkbv83ijWT/7d1C3/BCD9lZmU/8ACsbr5en/ABVut8f+TlAH115o255H1GKBICP618jyf8EJv2WZDlvhlcbvUeLNbDD6H7ZxQP8AghT+y4qbV+HOpr9PGeuj/wBvaAPqnxL4ftfGOg3Gn3Zn+y3SGOXyLh4ZMezoQyn3BBrhvh7+yx4F+FHwf/4V/wCHNM1PSfCC2wsotNg1W+EdrBgjyoWMpaFCDgrGVB714PJ/wQX/AGVZmO74a6k245OfGmvcn1P+m9feh/8Aggp+yqyFf+FbalgjH/I66/0/8DaAPatH/Yu+GPh/4IWPw3g8LpL4F0ua3nsdGubq5ureya3kSWAReY7GNI3jVlRSFBB45OV8U/sYfDjxx4ruNY1Tw+9615qUOs3dhLdz/wBlX1/CVMV5NY7vs0twjRxMJXjLBoYznKKR41D/AMEIv2V7fTzax/DO7WEgDnxdre78G+2bv1qs/wDwQL/ZRkPzfDPUGH90+NNeK/l9txQB9gqfJjXdubHGcZNOWTd2b8iK+PZ/+CBn7J90waT4X3bFeBnxfrmP/SynWv8AwQT/AGUrLd5fwvuE3DBx4t1zn/ycoA+wgcimtJt7N+Rr5BT/AIIN/srxRsi/DO+VW6geMdd/+Tacv/BBv9lVYtn/AArO825zg+L9cP6/bKAPrwPkdG/KgPntXyDP/wAEFP2UrhNr/DG9ZQcgf8Jhrn/yZSP/AMEFv2U3t2i/4VlfLG2M7fGOuqeOnIvM0AfX4kzQ8uz+eB1/Kvjm7/4IDfsn38ivN8MtRkZRgE+NNf4H/gbQf+CAv7J5i2f8Kz1JV/2fGuvj/wBvaAPrzVrK31zTprO6hFxa3KNFPDLDvjnjYEMjKwIKkEgjuK818BfsbfDv4c+L7fXtO0W6m1ex0ttD0651C/ur86PYNt3WloJ3cW0LbEBSIKGEaA5CqB4X/wAQ/wD+yb/0TTVv/C58Qf8AydQf+Dfz9kth/wAkx1I/Xxtr5z/5PUAe2Wf7DXwz0fwh4d0PR9BuPDdl4SsJ9K0d9E1O60y6sbOdlee1WeCRJTDI6o7RsxUtGjY3IpHoPw5+HGg/B/wNpPhnwvpNjoXh3QbVLLTtOsYRDb2cKABURRwAAP8AJr5Li/4N7f2RoP8AV/Cy+i5yRH4119QfqBfYNTr/AMEAf2Tkb5fhnqif7vjfxAv8r6gD7ILEdqUNnseK+Oov+CCv7LNrJ+7+HGrY6c+OPEB/nfU5v+CDH7LTHn4a6g3+94118/8At7QB9hCTPZvyrx//AIKGLv8A2AvjkGZ4wfh9rwLL95f+Jdccj3rx0f8ABBr9lsH/AJJvqn/hba//APJ1Q3X/AAQJ/ZU1JJI7n4Z6lNDMjRyxyeNtfZJEIIKspvsEEEggjBBoA+qPhLcNcfC3wyz/AOsfSbVm57mFDXQ5PpXx9H/wQV/ZWi27PhzrEe0YCp448QKoHoAL7FRyf8EC/wBlSRsn4da2c88+PPEX/wAnUAfYVxF9qt5Iz5iiRSpKsVYZ9COQfcV5NpP7C/ws0T4YeOfBcPhWGTwn8Sri5vPE+l3F1PdQavPcjFxK4kdiHl4LspBYgEnIFeJD/ggJ+ymrq3/CvPEDMpyCfiB4jOPzv6b/AMOAP2UzFJH/AMK/8SBZGLNj4h+JRkn3/tDI/CgD6A8Afs+wfBu50uz8Lapqth4dsYbj7Xp9yx1KXU55FjSOeW7uGe4Z4kiCBd5BUqDwox1Xw38Oal4W8H6fYatrV14h1K1gEVzqE1nHaveOD/rDHGAiZ6YUYAAr5Rl/4N8/2Tbi3Ecnw68RSL1+b4h+JWP5nUM1JZ/8G/v7KFhCY4fhzryISSR/wn/iMk59/t9AH15/YVq8zP5Ee5jliYh8x9SSM5PrUkejxw7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    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 例：\n",
    "![8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A14_8.jpg](attachment:8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A14_8.jpg)\n",
    "![8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A14_9.jpg](attachment:8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A14_9.jpg)\n",
    "![8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A14_10.jpg](attachment:8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A14_10.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(FriedmanchisquareResult(statistic=8.131578947368416, pvalue=0.0433692136979464),\n",
       " 0.0433692136979464)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "可以按照上述公式计算Q统计量然后进行检验。\n",
    "Scipy的friedmanchisquare函数有相同功能。\n",
    "检验结果与上图中的计算结果一致。\n",
    "'''\n",
    "a=np.array([85,87,90,80])\n",
    "b=np.array([82,75,81,75])\n",
    "c=np.array([82,86,80,81])\n",
    "d=np.array([79,82,76,75])\n",
    "st.friedmanchisquare(a,b,c,d),st.chi2.sf(8.131578947368416,3)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 8.4.3 Hodges-Lehmann检验\n"
   ]
  },
  {
   "attachments": {
    "8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A14_33.jpg": {
     "image/jpeg": 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lftfeGfhb8V/AvhXUBdTN4+1G40Wy1O0KXFlZ6hDG0ptLkqxeF2jjl2sy7N0exmVmUHvLr4gaDb6Nq2oHWNLkttCR31GVbpGWxVE8xzJgnZhAWIPOBmvzz/Zo+G3g3wBYeLNP1nxL8N/hZZ+IjNaeCfC/ieGw13xNHqCyyXl1qeoS3n+kXV1K8rj7HndFbxR8rITs1v2Z/hvHqf8AwSW+Iupat4f8A/C6Hxdf63q3jrXbGG4Sx8UaYJ5W1DVQiqLqBbq1WYJE+XgjIUEhVoA+rvhH+3H4H+N/xPuvDfh2+mvILfwlp3jWLWSnl6bd6dfPNHA8buQ2SYHJyoAUr6itz4yftO+H/gr4v+Huiagt5e3nxI8Tf8IppxswkiW139iub398dw2r5Ns/qcsnHOa/L+5f4c+EP22PjJLdab8C9K8E2PwW0K+jOp+Fb688NWdql3eNHM9ntXeqr5TFQFBG3ByDXUaBP9t/bK8N3G61ka8/aqtLxpbOJ47SbzPhsCHiDZKxnhlUnIB55oA/SS7/AGjfCel/HTTfhveastn4y1zS5dZ0uxnheNdUtoWCztbykeXI0W5C6K25RIhIwcivZ/tMeHNV/aQvvhZZtqV14m0nR49b1J4rJ3sdOikl8uKKa4HyRzycukTHe0aswGOa+Sf2tNO+NOt/Gy8+HVjdfD/UtU8aXb6n8Mdf1Wwb7doGmRRGbXbO88gpILUuthaiWJ1kePUArByhJ8q8JX+m3X/BNbxNrPjj4yaLP4d8T2V54p8R+PPD3wp8RfbHvRK7tqkd80wxJbtGqQsI1ESQRRooRVWgD9RdW1uz0KwuLq8u4LW2tUMs8ssqokKAElmYnCqACSTwACa8x+Nn7avw7+AnhHRNf1zxFZyaLrus6fokV5YTJdx28t9IIbaWTy2JELSuimQAhQ4Y4UMw+Of22vE/iX4ff8E9vA2n+OPi/dal8WrPwJrl1rNloGlyXC/ESw/sW5iuTLa/KIY1MlrObl1AjdDhQZNtdVo17Y/sm/8ABMrwD8Q/EK6PqOn2fhHw5bQWFn4LtLm7muLqC0tbeLe8o3MZpYwztgAHOOKAPtGz+K3hzUPFseg2/iLQ7rXJLV70adFfRPdmBGCNIIw27YGYKWxjJxmsHQ/2i9I8Q/tC618NbWz1eTW/D2hWOvX92ttu063S7mniht2nBwLg+Q7+Xj7jI2cGuK/Yq+A3jz4bafrOtfFC8+Ht94q1q7M1pB4X8MxaZFoFoQALP7QCZLo8BmkYJlicKFxj81dMsksP2Av2bW8F6LrQ+I2pfGqyt5dV1WPULKx1iSPU9ShiN3dDidEVY/l3EkRBRgYFAH6pfA79qzw3+0F8RfiN4b8Pw6x9o+GGujw7q11cWZis57zyVmdLeXJEvlq4V8AFW4PbOr+0V+0DoP7MXwe1vx54k/tBvDfhqD7Zqs1jbG7lsbVWAluDEnztHEDufYGYKCQpxX5pftD+HfB3hn/gnl8TfDnhG+8c6H8TPAvxV0bSfGlydavbO61PVtQ8Q2MlxqTCGYQlb6G5E6lR8qShDhk4+o/27tC0TxL8dPBK+JodE8MfDPw7dreeO/FHiHSI7qx1e3kjlhtdEMtwjRRwSyOZJ52ISMQRxlg0y0Aez/GX9tTwL8EfhfpHi7UNTOraTr+paRpWnLpAF3cXk2qXEcFlsjBDMr+YHz3RWYZAr1ZbndH95S24KAGzz/n9K/GP4c+BLXXPjZ8DvHUemab4V/Zz1bxlF4nsPFp8NQeGdfDzadqFroVreFYfIuI7eZJGin4xDeWYI39Pur/glV4o17Uv2K9O+MHxK8deKte1P4kI/iRzrF3utNL097if7CltboipADZtBvCr87jd1NAHYW//AAVK+DbfDCx8ZXGt+JLfw5qGut4Zt74eENZlhm1EXb2X2dWS1YFjcI0YIOCR1ru/hv8AtaeDvil8bte+HWl3Gsr4u8M6Pa67qNleaJeWH2e1upZooGLTxoCzNBL8o5wuelfjr+1ta6X+zR+wn4X8O+LvEXg/S9Qu/jZ/b9uv/C1NStPtdnL4rmvzImnLEbddlvPGzvGWaMN5h+YYr7j/AGY7mb4Yf8FKvG3i7Vri2i0b4reF9B8O6Gmn6zq3ioSX9lNqEszT3E1urWyeVPEA0uyMkgBiSRQB96AZHU1xf7Qnx78N/sxfCLXvHPi+/k0/w74ctvtN5LHbyXExBO1UjijBeSR2KqqKCWZgAMkV2kT+ZGreozXxj/wVX1zxl4c8ffCrUbO78A3/AIR0nUn1C28KarNOmq+LfEkat/ZkEKoyxvBEWkuH8wqsbQJKxxFigD6Y1r4/eG/DbsuoT6pavHbLdyBtIvGEURj8zLFYiFIXkqTlcEEA8VQ+Cv7Uvgv9on4PW/xA8G65FrHg29WaS21RoJrWKaOJiryKJlRinykh8bWBBBIOa+MrX4X+I/iJ8KfEXgL4gfH2w0O0+J11LqvjrxPF4ot45L1p41hbSPDdvJLItjpyYjhad8yS4kAQPKZE9c/Yq+NXjDRdJ+JXgPUNO8D+KfDfwXsbax8Na54EPkJrESW0hXT305S5trqFI4VxEzwyeauwIRsAB7ton7TXgvxL8T7HwXp/iLT7rxVqmkS67aaYPMWaexikSGS4GVx5ayyxoTkctWb+zD+2L4F/a8i8ayeCdUm1CPwH4nu/CWptJCYVN7bBPMMRP+tiJYhZF+VijgfdNfk/8Kvin8Svg143+F+h6jD418J/Ez4gfBm28Had4s8eW99p6afqc+rT6jqv+kTxSuJo1nsYYtw8pJXgBO1AtfRg8P6t8FPiv8AdS+A/iD4SfD3Rr6SX4Y3uiaje6nqK+MWs/Pl+ySQw2cTR3lqY76b7RNtbdJIrHbIQQD9FtY8V6XoLhLzU7CzkYbgs9ykZI6Z+YjivO/hX+2N4D+MHirx1o+k65afa/h1rY0DVzcSpCn2g20FzmJi2JE8u4jG4cbtw6gisb9oizur2C41HUNBi0/T/AA7C15d6615o8UKQxpukaRr6GXyokALFvlwOScV+b37F/wAUNPn0L9qjxlrFn4y8G+E9b8Rw+LtOv7s6BpepPo9xp0Vrb6jbB7Rtwmmsp1haEAOGQKu4nIB+sFn8dvBup/DWbxnbeLPDkvhGCJ5pNbGoRf2fGiOUdmn3eWFVhgktgHrXJfEb9ub4U/C3w1r2q6p488Ny2/he1t77VotPvF1C5sLee4FrFK8Fvvl2NOdgYKRlW9K+ZP2o9Y8QeLf+CIPxqk8UeEbfwZCngrUX0i3l1GO7uLuwFuslvc3YFvbiC4bnzYtmFZT8xJ4+bf2+9Z+2v+1BdX3iLwTqcz/Cz4eQR3uiW6R21ux8SXzbZCZZckkhjlgCMHHegD9PNH/a18Fa38bdK+HcV/qsPi7WtMu9Zs7G60K/tfPs7WWGKeYSywrHhXuIFxuyTIMA1uf8L18Kx/GVfh9Nrllb+MJNM/tmHS5mMU91Zh/LaeLcAsqq4KvsJKEruxuGflvwt4qg8Tf8Fevh0y+PNJ8aTW/wn8VDbY20MK2atq2gHLBJGPzAdxjC/hWP+06nxi1j423/AINt9N+G914wvrmTUfht4zuYpIb3S9FjiW61O1vBFmaGNriG1s2licCVLxTszG2QD6v079o3wvrXx71j4Z2d9NceLvD+k2+talbpaytBZW9w7pCJJwvlJK/luwiZt5UbgCOa7e61C3sbaSae4hhhhQySPJIFWNQMkkngADua/M/w7d6eP+CdniLXtc+Ovw+0STxZa/8ACT6x8R/Dvh/VpLqXWTtKanHcCaNj5UixrHCYyiRIsW3Yu06H/BTP4neIvhn/AME+fDtv44+K+kn4iHwDrUnijQNG0p7yP4iWj6NPDNNHZ8PBHFObaY3ThUh+dSRvCkA+4vjt+1D4Q/Zy0bQ9U8Vap9h0nXtastBhvUjaeGG5vHMdt5hTJVJJNsYfBAaRckDJHYW/jPSrjXF0n+1NO/tk25uzYC6RrkRBtpk8sHdtDfKWxjPGa+L/ABpYab+yz+wJ4T8beJtN8G6houh6L4etodNHw+h1DUHu51tbW1jDvdRoXNzMg8xgoXcSSME163+zL8IPFXw08G6/4q+L2nfDH/hJro3E8Q8F+GGtZNI07aXayafc811IQCWZAgZ87VPy0Aeh3n7TvhXS/wBoX/hV97qH2HxlPo51+xs7mNoV1OxRwk00EpGyTyWIEihgyhlJGGBp3g/9p3wt48+O/jD4caXdXk/ibwHaWF7rCmykS2t0vVZrdRMfkaRlQsUByAVOOQa/Pf4reD9K8TQTWviJfB8Hxw8beJJrHwD4J1jwfHrknhnRJdPldrHUotpuXsbu3tnmuZ4uI7iRIwWMZVuY+AB8faTrcXhJNa1n4U/E743/ABpSz8U6FoEkEjaF4bj8Mx3tvDbTPAZIWg0+C0iWRTsSTzQBkkUAfqB8avj74X/Z78P6fqvi3U20vT9V1Wz0O0kW2muWuL27lENvAqRKzlnkYKOMZI9a5Yftv/Ds+L9e0AaxqTa14X06HVdXsE0HUmudPtpgzRyugt8hWVGI7naeODXkP/BT/wAIf8Jt8KPhz4P0vWtMm1vQfH/hTxJcR6tro064nsbDU4JZ5mnALhiIz8yLknJAr4/8AfFTw742/wCCk37T2m6T4n8M3F5efD/w/aIsPxlvo4mnjS+jcGcR5keMyIrrIAsRYA4L0Afqh8FvjH4f/aC+F+g+NPCeof2r4Y8T2Meo6Ve+RLb/AGuCQZRwkqq6gjkblBwQaz/AH7RPhr4k/Ffxx4L0u4u5te+HbWKa0j2rxwxG8g+0QeXIRtkzHySucd68j/4JReIbPTv2Ifh14El1LTbzxV8M/DemeHPEUFjMbiC0vorOLdGk2Akw5+/GWUkEZ4rjfgN8HfFWj/tkftLeKPEnw88Xy6V4w8SaSmg3drqcFvHf2dnpUNuZVUXUZ2+ZvUbhng9O4B9jLPG3SRW7cNTl5/iz+NfNOrfE/wAJ6d+2L8K/AupfD3xOviLxBY6xrWiardXsVzb6SLBIYpy+LhzuYXKICAeW59R9LRx+Uu0UAOooooATJ9KMn0paM4oATJ9KMn0pc5o3UAJk+lKD7UZozQAUUEZooAKKM0bqACijNGaACijNG6gAJqOZGkjIX5WxwR2qTcKN1AHy3ZfsLaX8F/F2oeO9N0e9+Lnxo10G2TxT411FZF0+ESSvAjJGoiht4PNbalvCrsCedx3DzvQ/+CfPj79mD4vfDv4j+DLLw98TfGFrL4hvPHtxqeo/2FNr19qkVikc1ttimjhht47KOCOHAVYUUDLZY/czRKW3ELn1pwNAHy74L/Yv8VfGb9mH4OaF8Z9Wjt/F3w78R23ii9GgahJNb3lxbSXPkQmdljlK+XMm5lCksmOhOa37J/7A0Pwt+I2i+JL61XTtL+HyaraeBdAlvX1C40ddTujcajfXVy2DLc3B2qqDckEYKqzl3NfVR5pAqqaAPCf2Fvgt4k/Zg/Zr1DQ/E1tb3GrL4n8R63HBpswnMsF7q95eQgFti+YY5lyCQATjPFM8G/s/+Ivif+05p/xZ+IC2dl/widhcab4N8OW9wLn+yBc4Fzf3MoAVrySMeTsjLJHGGw7mRse8sFfrQgVF+XAHtQB8R/Fb9mz9ojwX8dfjxqfwv034f3mn/GbU9B1Cy1nVfEtzp8+gGztLe1uVkto7OXzQyQfLtlGd5zivti2Enkr5yp5m0FwpyobHOPapt3NAbNADf+A1z/jX4aaL4/vNHuNZ02HUW8PahHqtgszMUguYwQk2zO1nQMSpYHa3zDDAGui3YFISrCgDwL/gm58BvEn7PH7Llj4b8WWNrp+sr4h8Q6q8FtOs0aR3utXt5CSy8bjDPGSP4SSOorO/4Jd/AbxR+zr+yHb+EfGlnDY63B4h1++a3iuEmUW91q93cW53Jx80MsZx1BJzzmvo1FVBtXH0pEiSEttCruOTjuaAPimL/gmzr3xO+LPxS1DX9ZufCtjqHxo0X4m+HbvTY7a7uLlLDTLS32OsyuiZlicfMrEBQQDkVyH/AAUU/wCCcfxC1rwV8evE/wAPZrz4n+MvjN4Ag+Hx07Vr6y0j+x7dHnK3ETRWypPhrhiyOUO1ThmOBX6DKiplhgZ5NEkSzDDAMM9DQB86/tdfst+NP2mPgd4T8F6Xq3hjR4dF1jQNeury6imuHe40nUbW+WGNEKjy5WtthcnKh87TjFeeeGv+Ccnj/wAN+O9N16PxX4Nkm0/4q6r8UfJbT7rbLLfWM1qbPd5vCp527zMEnYPlGTX2aqKnSnbqAPmL9i39mD4rfsbfAj/hC/7e8D+KNP0Oxv5NGgisLizlm1C5vrm73TzPK+IQbgIVVCwCZBJOKpeDf2OPHfw6/Ye1j4NaWvgqZtc0jU7C/wBbutSuzJe3eoCZrq+eNbcYZ5p5H8sNhQQobAr6q3UZoA+SYP2JfGWi+CPg3eWOg/Cu6+J3wW0OHQND8R6hf6i0UMBt4La6zDEkZkWWOEERyMyo+1hyObX7dv7HvxQ/aa+HnxW0/SfGVrDaeI/h5deGvDXh5TJZW8OrTMsr311dKWckNDFHHsUeWrSHq2a+rNwo3UAfn9rXwM/aB1j4nf2p4U+FWg+AZPGV/oD+Ml1L4jC80S5trB5UumW0htfNe4ubV0hZ9yh1hh3cqxP078H/ANj7S/hx8DV+H+ua1r/jrw7ZalcXOnR65ePJJaWTys8FhI6tuuYYEIjXzixdFAfdzXsRRWPvTutAHxt8Fv2L/EPgL9p/49+IE8F+Eo9B8Z+JbC90Hzdbn09mtoNHsLQ4htYmVUEkEqjdhuM9MV2f/BNn9mrxZ+zV4e+MFv4q03SdLPjD4m6v4n0m30/UHvY1sLmG1VCzuqvuMkUpwwyAR24H0mIFVy20bm6nHJpVRUzjHqaAPhn4t/sJfFL4lfs9/tUeE7G78L2v/C4PF82q6JFco8jyWzQWEW6SRZFEZP2VwBtJAAPU16F/wU98AfGL4p/sy+J/Afwq8H+D/E118QtEuPCuoX+r67JpsuhpdQvEb0RiCRbiOMMzGPejEkYDc4+pAFU8YHGKa8KSfeAOfX8v60AfMH7V37E3ib41/syeA/hb4U1Pw7puj+D9R8N6ib+/aZppf7GvbW6jiWNEIxJ9lCli+V3E4Ncd4c/4J5fEjw14/wBM1u317wPt034sar8URE0d1uka/s7i2ezJ5ACCfPmDrj7q19pqAo4+lLuxQB8u/sb/ALPvxc/Y2+D0Pg+61HwR4s0fR7PUZ9OtrGC4tr261C61Ge8UySyMUS3VZzGQFLfKGz1FV/h1+yZ8RPhn+xfr3wotbPwPfX3iTT9XTUtan1u6T7dqGpmeW6umiWzJVTNcOQgbhVVQeM19UHa3pTs0AfGvh79hrx14L+GnwIksfCfwn1L4m/ATwzbeHNB8SX3iPVIoYk+wwWd3ughtVaWOVIiVjkcqjbGwSvOj+2V8Kvih8Zv2rP2c49J8GWbeD/AHjFvGereIv7dXFsYtKvrQ2ptmiDlpJLsBGUsMAk7OlfXJOajltY5D8yq31GaAPlv9ob4EfFb44fHD4F+Lrfw34N0+L4S+J73XbuGXxNPJJfxT6TeWHlxstmArB7lXJbjEfqa7T4ufDL4jftMfsz/GTwD4l03wj4Tn8aaBqPh/QbvT9Wm1WNVu7KWATXSyW8BUpI4YrHvBXvnivcxjNKeaAPzt/ad/4Jy/Fr4yeNviR4b8J6h4X0XSfGXwX0b4cS67rNvLcQSNHc3K3hijjcMsiwTb03BlLbQcckdV8Wv2Rte0H9rj4Dad4H+HbR+GdH8cp458YeNV1aN0mmtfDtzpKJPbO3mLM6G1jXysx/KW4O7P3N5Sq27Az0z7U020RbdtXd64FAHy18Mv2RPEHg3/AIKk/Er4tS2sE3g3xJ4D07R9Lkm1SW6ngvxdTSXqpDKzC3jkQWpIiCIxjGRkE14H4e/Yg/aEsP8AghPrnwKNp4Hj8Y6h4S1fQ49NM8plDXNxclIzceZ5W4xSp82AASeBiv0jCLgjjnrTTDHs27VCnnGODQB4H+1n8A9b/aJ/ZsX4W2qjT4fGlhFoniDVl2s2maXiM3kaf3pJkRoVAICmQOfuVw//AAU4+D3xA+J37P3hj4X/AA58D6fqGg6tr+gQ3mof2tHbr4XtLLUrW5aZ4HTMsKxWxX5H35K/L1NfWghRW3AKD7U4xq1ADQ3JYcjrXwH8Lf2Fvi/N+yf8A/CGrWfg+wuPh/8AE638W65bLeO08dnFqV7c/u3ClGk2TxnaAuckZGK+/tqr3/OhEWIYUKufSgD44/4KL/B34qftB+JPBvw48M/D/Q28C65410DxH4g8YjXEjm06DS9Qtr6WOezMavI8v2ZI42SR+Cd2zAFepftZ/AnWP2ttGk+Gt152jfDTXkA8W38M6pd63Zsfn0u3x80aTDiabKsI8qnzNuT3RoUc/MAfrR5SZPAyetAH50eK/wDgmT4+/aN/Y58RfszXXia+0f4JjWJm0zW9YtVm8Q2elRTJPp+lWkbMxMVvIiqby4dZniURqnAlr6I/Y61T40eDf2bW8NeO/hx4Z07xd4Ejh0DSDomtxJpHiiCBBFFeRjyy9jEUVSY2RmTJChsAV9ILEqjjFNjgSEfKoXgDj0FAH50/8FBf+CXviD9pjwDY+KPGNhp/xY+KV94u8PxS2y26jR/CugxalDcXllYxTceW0asZp5f3s/Q7VCQr7Z8FPgP8ff2X/jHpvhPQNe8L/Eb9n2VyLVvFOp3MPirwZAq/LaxTLFKupQggCNrhkmUHa0jBQx+qzGre9OwDQB4x8BPGnxD1L9pX4veH/FF14d1LwfoMmlTeFZ9Ns5be4tkninNxaXTMxSWWPy4H3IANtwAQCK539sD9l3XP2gPjX8PdW07wV8GdXh8KxXcieIvGNncalqGgTSmNcWdkgSOXeq5LSTJtKDAbNfQ0VvHAW2KqljubHG44xk1JnNAHyL+1X+z18VPjZ+y9q3w80/RdH1LVm1rSL601bU721sLMQ2WrWd6yrDbws0YaO2ZVUhyCwy2MmvYNZ0jxp8VrvXPDWreHZvCHhfUtJeNdc0bxa0OrRXLPjZCIoVMQEfzCUSZDHGz+KvWs0hwwxQB+aHxC/wCCfPi/48ftE+LF1b4ceLNC8GaX8N9a+H1hrX/CaR+JNU1y81l7ZjqsUt/Osqx2iW/AkdJPNYBY9oyO0+H37Evib4C/tVN8RNF+H/ivxRHayXWt2lrq3ibTowNf1RLOz1TUQBIwizZ2mVQB90lzPyofNffBgQnJHtzQIYwfurx+lAHxt/wV9/Yy8Sfta/sSfFjTbG68V+LtUn8PzDwv4RsL5dJtJL/aPLacoyG6ZXAbZO5h4/1ZJzUnjv8AY9+Jn7SNv4M+KU1r4H+Fvxl+HsOfCUGH1yzigeIiXT9VbCJNG7bGD26q9u67o5G+bd9itEjDBxg9vWnKFQYH1oA8H8C+BPGP7WP7MGv+E/2i/h/4T0GXxFDJpWp6N4e8Sz6nbX9ocBmM5ht3j38/ICxC9XycDhfjj+x9b/tM/HjRYLfwjY+FfCeg6npV14n1ySFIr7xbHpN19t07TLdVJZbNLthNLI5QsIxGisHdl+siinn8M5pv2aMgfKvXd+Pr9aAPlHwho3xM8f8A/BVaz8SeIvh63hvwP4E+H+raFZ68utR3lvr13f6jps8axRgJIjJFYyl1dMLvXazAg1a+G37LniHwf/wUZ+NfxEvbWaXwt4k8E6Po3hye41qS7aKdZb2S/ijhkY/Z1d2tGIXCsVUjoa+pvJXNNe2jf7yKc9cjrQB+dcn7IXxwb/ghla/BVfDHhkeKz4KXRJdNXVJkuFfzUIQHy/LD7A2TuCg9CRX0l+2n+z5qX7R3wOtfhfbWsdrbeOLePQ/E2srhZNO0XCNewxyD5vMn2JCqg4/eFjjZX0G0KSLtZVYYxzzS+UpNAHyn/wAFNPBfxB+KXw18L/D3wX8O5PFGk694r8P3d/qsGrQW8fh+Cw1e0vpGmgkAZ4vJtmVfKZjvZQVA5P1Fqdw1lps8sULTPGGdY1I3SsMkAZ7k+tWWgVm3Ec0piUrtKgj0NAHxX8bv2NfF3j/4naP8eLrVtZ0P4seFru3g8I6focH29NM0XzC17pdzGzRxXD3qEmWWRlSB1hEbBYi0nFfE39kb43+Bv23tI/ax0Xwz4O8beMpbNPCGpfD62u1t303QpG+W5t9RlG2TUY3bMrFFjeHMa/dDN+hJhVhjFNNtG27Kqd/DZHWgDy341W/xK8dada6D4Lax8HHUrbOqeJLwpdXGjBgPksrfBSe5BLYeYrEhUNtlzsr4g+EX/BIGb4V/t2fFjWPhzHrnwvuNP8JaDD4N+IBYX0+o6oTdyakb1ZHxqCzu0bXKSjDNsZCjojL+mQhQNnA3YxS+Upbd/F0zQB45+z9p3xU+Jvwx1TTfjx4X8E6LrC3H2Vf+EQ8QXl3ZarCu1hcr5kUM1vuccRlnYBeW5xXY3nwP8OwadJ5GlGaaGNjCsuoXCgtjgF9xKjPcAkdcGu0oI3CgD4f/AGOPgj4s8RftrReMtQ+Etx8F/APwq8Mav4P8P6LcahFeHV77UdTt7u71GAxEj7OVtUA8wBi0pIAwa+3+T7UxLWOP7qgZOTjuakoAbtP979KKdRQAbq4346/EDWfhf8Nr7XtB8K6j40v9PeFjo+nyKl5dQmVFlMO75WdEZnCkjdsxkZzXY7B6D8q84/aq0Dw7rPwO12XxZq2t6P4Z0iIarqb6XqEljNc29uRK9uzxkOYpQpjeNSC6ttyM0AfHPwt+NHxK/bC/4J/a/rHjLWfFWm6fqP8AwkCT614X0mygu9MtrHU7qGGa3lN6kguI47UHcIyC2cZ7+4fs8/Fzxl8btI+FXiLRr/xRJ4L8Q2UeqyalfaNplt/alo9qrQ+cDeSThnJDboUyG6/LXwL4E/ZS1rStX0P4N6X4SSTxj4w+Asi21reQt/Zng46l4hvJ5bqfdwrW0V0yDaC7uiqAAWK+tfCD4JXv7N3/AAUN/Zk+GuoeH/D9tpvgGDxHpWga7pjpbyeJLCHRbdopbi0jP7uaNnkR8jaz/MooA/TDW79NJ0G5upG8uO1iaWRj/Aqgkn8ADXwb/wAG5v7QfiD9oX9g28vPF2ta7rniTS/FmqxvLrN5JdXUdlcSi6sgGkJYReRKmwZxtHGBgV7t+318UNX1P4aX3wm+H7JefE/4nafNpOnou4r4etJ18mfV7krzHBbo7Ou7BlkVY1+Zjjwvx3pGnf8ABF/x94U8dWNjdf8ADP8Af+G9M8DeN5LaFppvDVxYJ5Gm65Kigk27QhoJyOQXhc5CmgD7o8X6zqejaT52k6QdZutwH2f7Utv8vc7m449K/Mf/AIKT/wDBUxfgX/wVS/Zp8G32i+JLWbw+NT1rxLZ6drsP2NLG8tWt4ZLwqwTZC8bTN5nCohcdq++fFX7Q3/CT/Cuy1z4Uw6T8SrzxACuizWGoI2ku23PnT3aFkSFB8xxuduFVSTx8FfEz9li5+G37aP7N8fizwvceNvF3xM1zxZdeONVvrm2RfEMk2gvbG3jjEjCO0ityY4osqERc8uzEgH374L+I3xA8T/E+O11DwFp+i+DW095hrJ8Rw3V012JFCQi2jjI8toyzeZ5uQQBs5zXz5/wUM+I/jfxd+0Z4P+BnhzWLzQ/D/wATPCOsX+q6hpWlveatD9kuLJCkDi5g8kSRTSRs65dQzFdrYZdD/gnl4c/aM+BF5J8OfiR4X0XUPhtpltI3hXxOniRL7WNLtkfbBpt/F5a/aHSMgJPH1RAHy+WOD+2J8L/Cvgz47eEfiP8AEX4gw+IPGWk6Vf6H4a8JWng221S71lLuWKRxb6fl55ZQYEAkBVEAcuVG4gAsaj+1F40+Bf7YPwL+G+pajo2h+AfEul6yl7NqmgHT5MafbW4tYEu5r+cl2aYfeG5tvViTjs/+CjXj/wAW+Ibnwl8E/Bca6brXxqsdXs/+EkXWX0+bw7DaRQSzSw7InZpnjkZUIK7GAOa+Pm/ZP8UfFz/gp/8As0638dPCHw/0zw+0firVfCfgu00O3hutEe0hs5be61GeEmKa6zIGMCF4YmXILtlh9Qft56bo+qft8fstw6zrl74ftWHivbc2uqNpshI0+BgPNQqcHb93ODQB43rn7U/xI/bp1G0+Dfw80vU/DeofDf4o3GmeLtQ03xfIt4vh/QnhKSy3ZjRlmv7vbF5e1y8UVwScZx9R/s+/tkaj+0D8R/jh4RvPCMnhK8+DupW2kNdjVFvl1KWexF3vQCNdmxXTg7sk9q+VP2Iv2ZdJ+Mvwp+J2raD46vPCeqeDf2ldb8R2vixZ/tFxfRwXUEc0FxIzKJo7i1aSBvM3ABlOCVFei/sc+PLDRPiF+3Z49knjuND0/wAayym6hXcjpYaBaiXDdG2lWUkdxQB8o/Dj/goB8YNa+CPhfWovij8QJ9Xuf2efGXju4a/0m1htpNUsb22jtp42Nqol2Rs4Ay68gnJNes2n7bnxOm/aQ03w2PitcalZ2nxl8KeEXthp2mq19puoeHl1C6jcpCGZvO3YZdpVSB2r5/1z4Ral8Cf2ffC+k6tquqXF/a/sjeNriSwvDAF0eS4uNNn8jEcSOGxOBiQsfk9q/Qrx5rP7P/wI/Zr8N/FjWvDfwxmXwdHpeq2mpxQWMM1ncyCK2+0xzgZV1WZ+c/dBFAHm/wDwVA/ab+IPwp+M/jzSPDXiXxnoul6P8Bte8YWKaBZW1x5Gr20zLDcSmSJ2CKo6ZCmvG/il+3Z8QPD/AI//AGf9P8V6mt/ocHijQtTttY0jxBDZX/iwXHhjUJrjT722jZfnjvootzECJhLHlQVNd1/wUm0LSfif8YP2kPEF9rU+j6b8P/2fLrQPtUOqNYw317qK3t6kDMHVZMQ2yN5ZPIlB6GnfFjwf4sPg/wDYFuH8QaCvneLNG4OglHBPhq+2iTNxl8DjaMcjPagD6g/Zm+L/AIm8a/sZeH/EHibxl4b8QeL5oTHqeseDtGm1LT4btZiskUEEe5pPLx5Zfo2NwABFfH2iftneLn1P9pL4i33jv4reJtU+B2r65o3hbw/aeFrqy8Lyrb6Ut2p1WKG06iXeplmmXaNpAUnJ+1/E6/FT4R/CrWo7K+s/iR401zUWi8PKmjpo+n6L5vAa5ZXkzbwgNIXO6R8BQGZhX5m/Cz/gnmvwh+A/7a19pnxE8eXXjLwnqPiSPxFNb3Ty2/jpL3wzDcSwXVixMQb7RcO0UkaeYmMBiDigD7+8CftSePdX+P3wF8PaivhGTRPiv4KvvE2oNb2dxHc2c9vDZSLFCWnZShN2csVzhBxVb/goj8b/ABt4M+JXwp+HPg/VF0Ffi4+u6Ze6tb6LLq2paZ9m01riOW0hjlj/AHvyn5juC/ewcVwHwZ/4SzxP+05+yXqc3w/8WaToeh/C/VbS/wBRu47eS3t5pbXSvKR2gmk8syeW+0ShCdrcAjFdp+2t8LdDTx98O/iR8S/iN4f0yD4c39/c6Josnhtbl9YnvLVrUQC3M7SXMwVxsSFcl8HFAHJ+JP2kvGX7KPj/APZz+HMN9HN4V8Wa23hrUbzxF4ev7W6Wzg0+WbzDd3N4++dmiUF3BJLMcc4r6y+K+oa1pHhmbVdJ1LTrK30u0mvLkXOmm9NwqJuATE0YXIB5Oc8dK/L79o/9nHxb+1f+1Z+zTcfFvwL4M8PfB+6+Ikq6N4Xl0U2Wu64RpdxcC61FElkS3j8yBNtqHYlS3nBSNlfaf/BSPxLrnhbSfgTpPh/WdV8P2fij4r6L4f1b+y5PIa606a3vPNt2ODiNtiZA/ujpQB4DoH7ZGueI/Ca/tOaN4iuLbRb74em8n8JTy6cLO7RAbtLh7dtZBjvFjVowVAyr4ZSQMfWX7L3jTxt8Y/APhf4kahr+jz+G/GHhSz1iz8NW3h/7HdW81zClwrPdNeTBiI5Am0ALnndXwL4t+MWsaD+xD4y17RdFvIf+EZ8SXfhHT/Cz6drc1jeWsesrpkR81EWFo2t23ngqSeuK+oP2WLDxN4b/AGpf2lPB+m+KNYurHwnb+GLHwzY6rePPYaD5umPI4hXZhVLkfwnhEB9KAPH/APgpb+2H8Sv2UNd8Wa3JD48j8L+PfA2rabY+EbV7DU9Z0/Wo4HaLVbIW1wZreziiWQ3Ej5RG8ogqzc5f7H37cnjL4lan8PZnm8Q2eraP4N0220L4c674os9L1DxrPPawtc6peSXzG4uACzGEQqw/dszNltq9L+3v8K/FXwo+CGteFfBT+DLj44/H4p4MtdVumvNT1q4hnbbdTF7guUsreDe7KFWBMKAqsyA7r6NZ/tX+D7P4K+LNI+DOifFL4YTW0+m6HrtjcvJYfY3Q2up6aEeB5bV1hUhoCijlHHDIQDvf+CoP7W/ib9mT4V6Hq/hu68UaRrV9rWhaW0Ft4XOr2ci3+p29vKpl2FPPSJpgiBwSxU4IIr588I/8FLviNoHw3+Ivi64k8ceIr/T/AIi/8IZpraz4TSx8N6baJr9vp48wxrHKL1obliQzFSYwMKRg/Y37QXwwuviL448Aal4nsdQ1/wAO+D76PXIdF0awMv2zWIo28m5uGkZdsUBLNHGM5kZWb7i18zfs5eJtW8MfHj9ov4Jy+FfF+oaXFqVv8R9P1ODQrObUba91ie4uShhuWltMRTW5MTsM5BJUFQ1AHtf7Afj3xR4q+H/xim/tabXtQ0v4teJtKsDrmoyyxW1rBeBI4UcBikaLnaoBAzXkP7SH7UPjD4vft4eDvhTovjjwv4V0v4UTxeMvHt3pms3MAuHIdLLQpiqAkS7muJEG47IVDBdwJ9k/Yk/Ze8SfDf8AY+bQ9S8VeOrDxd4z1K98S+IdX1LTtOs9aW8vZzLcL5dq0lpC5+6GiLAA5GGxjyP9l74LL8Ev2+v2kNB8B6Dr1tpP2XwpcXMlhq0EM1xcPaXZkmuJbkvLPM5+ZpGOWJJySc0Ae5+Fv2hPEHxq+L7eHvBfjL4S3tx4LvLWfxjp0AvL67SyuI3aJYiGjSGSQYYOwkGFIwa1f2zP+Ew8bfC/X9D8ByeMvDfjCGFbnQvEOl2sNxbwXifNGssbygTQMfkkQpyrNg5AI8n/AGGIbyH/AIKK/tVLqtvqlrcmPwioTUrmG5mZf7On5DxcFeOmfXOOlexftHeItM+A3gPWvGGseM/G0ccbH7HpVhJC02oXLDEVnaQ+SWkkdsKqjJySScAkAHhvwc/aL8ZftZ/F/TPGun2/xCj8J/CW01Hw5rGl6PFBZ2ni3xSkiwXqSRTTBvstq0DLHvI3NcFt2EJPsf7QH7XutfBT4B+GfFf/AAr/AFRte8Ta3pnh9fD99qEFvPpt1fT/AGePzpYvOj2rIULFCwKtkE9K+Vf2OfBviP8A4J22GgaD8ZPHXiLw/pPxpv7rXkvo7i1Ww8N+Jb+7lnudKnuDBjMouIhFIxCtLDMoAJGfUv8Agon8MrL4c/sheBdFj8WeIriyb4oeF7iXWdY1b7ZewpLrUMjOLiUFQq7sKCCiqAAMCgDynxz+0v8AFT4X/BTxZ+zLo7+JPEP7QVr4c0mw0jxXLr8VxPqmqaubp57iLKI0MNnBb3c4kcYRIkU4Ypu+nfgf+05qHhv9o7Qf2fdc8N+Kptc0vwFH4jl8TapqNrcnUY4p0sy8vlMSZpJAzk4AznjmvnvSP2eNJ+P37bf7VWiaf4wvpfE114D8L2uk+MxcRTahoMxbUJY/KktxHtSOaKGRowRv5DEg4r0b4SaZqUH/AAVxddV1aHxBqHhz4GaXZapqcUIjF1cy6pOWmKr8sYlaGVwueNp7CgD7I3V5v+1J4q1L4ffBHxF4j0rWrDRLvw7pl5qSveW6TQ3DRW8jpGwZ1wN4UnBycY9x0fwx+L3hX40eHW1fwnrml+IdLW5nszdWMwmjE0EhimTI/iR1KkdiDXmv/BQLxx4T8Kfs2a9Y+JrVtRn8UWV3oejWEejyapNf389tKsUMcUcbncT3IAAByRQB8pad+2v8RJtD/Z48QQ/E+21pfiloOoeIfFWk2emaa66M9t4a/tP7Bb7VLxZmU489nYA8kjivSv2F/wBrHxr+0F+1GF1bVJo/COvfCPw/450/RbuztFurCfULi4B33ECLvxHGgwAVy3rXzb+0J8FPFvgT9hH9ne7h8GweAfGXhTwrceCbfw3I0X9r+JdZ1bw9/Y0KRpa7lDRzN50juwZIYnYhSCB6l/wSV8C3XgHSPDvxB8aeKLW+164t5fgXptnp+lrDaGPQtT1JIJtwcne8Ns+7KjDL3oA2/iN/wUgh1n9uLwHotvceM/Ddt4J1LxTo/jXwsLbzJtUuYNNtp7DYqhhcJMlxHJCY2B3uAcYNeffB39uf4weDPC3jbUpLdfFnxq+Jnj2/0nw/8LNZurm3k8LfZ3SJYIyoeIWcFsUnnvFbyZHc7cMQp0vjnpPxh+OX/BQn4Ha82of8KOGuzeLNK8P6dLpNnqepCKGxiEmo3hWTaZp0iCxxK7iKFI2JLsQnE/HvwVqniL9mOHXrOK78M+M7H42+HfDHiPUdb0G4k1a+urfXbWAzreSXjG4s38wPGse2IrJtVU5BAP0i1CfxgfBVjPD/AMI7a6ytqsuqQvHLdWyy+WGdYSrRsRuyAWxkYPFfH3ws/ai8ZfGuw0P9pDQ9Z1SHwRc+D7ky+FjbW6Weoxo7SpdPE+pExXEYWVeACythvugD0X9uXxV4++CHwH+FOnHx5cyeINd+JOg+HdX16y022sXv7S7uJEljELrJEmUZV6H7gJ718geNfjdo3w4/Yu+M2taD4X8Ew2Pwn1/WfCNh4evbOyJvre1vDbIWB0lv9YrlvvkdeeaAP0D/AGR/iz43/aP8C+B/iZLceH9P8B+OvDFtrdporaLNDq8Juo454GknNy8YxG2GjEbcnIfjnxP9s39v/UfGunt8OfhfH448N+KtU+Jlt8MpfFcGm2c0el3SQrf3Zt0mlIkk+yK4TzECksSThcHe/YW1XxB4c/bQ+Lnw+uPEF7ceCvAfg7wa+gaE9tZw22ifaYL7zVi8i3hJXFvGg3ZwE6A188aTqtvcftMRo08AkT9smZVXeMn/AIpGcf4/jQB9Y/B7/gpV4P8Aiv49+HPh3R/D/jyZviS+sW2mapeaZHBbhtILJeNOfM3LiRdgIU5Y9gRVv9uv4zeLPhX49+BGk+FdWg0cfEL4gReG9WmezjuWezbTr+cqofhW3wIcivkf9ibxBZaJ43/ZUvLq8tbWyt7j4ryT3EsypFCo1QnczE4UY5yTX0n+3hocfxm/an/Zg8IWa3F39n8V3/i+/ktJnja10600m6t2l8yMhkDTX9uiuCOWwDmgDprH4neKrn9ru8+EP/CTX0Vxb+EYvFo1b+zrQKyNeNai3EW3ORtyXz7YrrvFnibVP2UvhD4w8X+ItV8WfE1dPkbU2s7TTrcXlra/u1eG2hhRDKEUPIFYtIfmAJyBXzL8Rv2fbmy/4KR+K7PwI1wviX/hS0U+lJrHiHVGtJrldYkCrM6TGYI4G0sM4LFtrEYPrvwK0nVPiT+wroem2dv4m/Z31eG3R9U02S6j1TVPDarKXuYBPcmTAlQSeXOwDLHKrqFIAAB438PP2zviL+2N+zV8S5Gmm+H0ia54l8L2WtaH4V1u6utMhsrue2gv90W5UmCokhibnKkEYOB6D+zn+1B42+L3hD4RXXhnXrLxvoHiSCI3/ipfAWrQW+sQpCwa482R44rUysm7cysu75QmCCPhX4SWWv8Awi8O+EvD+i3HxC1eb4oeAPH3iPwl4StNb1JG1O/v/EKPpkty0cqsf9Hu1aWecsFjViT2r0r9mv4f+Nv2RPjp+yh8CNb07xho7fD/AF6bSrrX9O1fUW8L+PLR/Dl5dK8SSyFQ8VygEkBXarJuX5WUAA/VRIt6KPmVUb+I9R0r4e/4IZfth+Jv2vfAfxwuvFniC81y+8L/ABV1vStNW4jRBZ6Wsv8Aosce0DMYUOATn7pGTivo/wDbH/aA/wCFCfBDUrzSrdtV8ZayraV4V0aAj7TrGqSgpBEi/wB1WYPI3RI0djwK+Qfh/wDDmP8A4Ijv8JdZ1qZZvhv4k0C18G/EzXowfI0rXBO89pq8w/ht5Z7u8hklbGwNCzcdAD7u+LnjiXwH4RuryDS9a1abyZAkelwCaaMhGIbBI4Bxz6kV8C/s1/8ABRfxtc/8E0vAOpeNNC8fRyah8N5df8U/E/XZYtKsNOzDGsVzFPAkwlmeWXCQhFmAiLFMEbvsn9pvR/GvxW+DKx/C3x5ovg+71Blln12TSk1gfYNrNJ9mRnERlYYCu4dQMnaa/Ov4Nfszx+JP+CUv7KNrJpvj+++GN5o+l+Ifihc6TrlzJJPZW1r9ojiezE4do5bpLfe0QJiigIAAJFAH3N8BvjP8WdJn+GXhDxZ4Ck8RfbvDy3HiTx3aapFDYwTxxRgSNbuiv5lxIxYRryq7iQOBXBfEn9qjUvG3/BUbSfhn4X8TahHpvwj8KS+LfGmg6OiXF7r0t9KlrZWbRtjakKP9pchgw3wgdTXK/wDBKj4saJ+2z8TPib8U9L+IniLX/Dej+JJdL8FeHZfEV3/xJtMWARG6ubNpAzi8kV5YvtaOURVMezkVk+M/Bl9+zX/wU31yw+FmgLqXjbxn8JZbxtT1AvMj3p1wl76/kUFmWJGJVFGW8uOJQoxtAK/wQ/4Ko6L8Rv8Agrh8ZPhrpt18QfEP/CJeENOt7XwrDp22O11K3uLlr9gsjKomKzWYzvIIVum017r+2v8Ata698F/2IvEXxJ0+3uvBHiLR/DF94gh0vXvD02q7Jbe1kmW1uTZylIPnVQz+YQATjOK/PzXPgbqH7NX7VHju6+B/gvx14s+KngPwX4U8U6PLLpLQ3niXVLjUtYXUpL4yGNVju4ridJCWOwAFEJiUV+g3xq0fWf2xP2RNF03xt4Z8QfDzQfGVtbf8Jt4ceA6lrUcDNGZdMjFn5iskp3RySg7liJ+VWb5AD5S8E/8ABV34iWep/FvxBrmoX2raf8MfB1nrmn6HpHw01OG11O7u9AOpM2oXZErWsMcsTRo26NXV/wCMbSPo/wDYE+O/if40ftLfGaTXdWuJtLsdH8G3WnaWs26x0yS80f7VceQDyN8jjJJOdoNeSaX4/wBB8Af8FMviN4Dk8M+ItY8J/tEeCl1S7gn8I6pG2iQ6TbW2lC2W3a1ZbqKdLgsT8ixbQp3bwK9Y/wCCd37Pmq+HZvjB4u1rxB4sl1H4iatb6fbrfeEP+EUm0iw060WztFgtyXB+TLCbCg8YRduKAN/xR8c/F/xl/b30XwJ8PtUgs/A/wxhlv/iVqLWqzx31zcRFbHR4HPSZQGuJivMa+SMgvirH7L/7RFxon7QnxB+DfjrW5JPGlpq1z4j8Km+cK2v+HLhkkjktjxvFrI8ls6jLKYlJ4cY8t/aR+C+k/D74ufBX4P8AwpvPEHh7WfFnioeLvFc+n69eLcy6Lp5We/nusSZZrydoYGkYbpWlfkkHHH2v7FXw3/bD/wCCq3xx0/x7oeqeItP+GeieE10KSfW7+ObRLuVbm6la1nSZZIvMHlbwrDeFwcigD6p/bc+OutfBr4H+ILzwTqHhGT4iWdkb7Q9D1u6WNNdeNlZrYfOjK0qB41fkI7KxDAFT8+fs8/t4r8V/+CjnjGz1nx/pPhrwj4Z+GXhu4uPCl3q9k8Fhr1/NdS3CGcN800MUMcTANj5icc5r64+LPxG8L/AH4aan4s8TXsOm6H4ctfMmuJiGYAYVI0LfM8kjlERASzu6gZLDPx7+x/4a+Nnwv+Lln8UNU8G29/pf7SXiG61jxhp87/ZdR+HVlFb40VpGbiQC1hVLiHarRzznBOGoA+hvib+1Honjr9kP4meOvhd4r8P+JJPCuiay1rqOl3kd5bQ39nBKTGWUlSySKMj2xXhnhP8Aaa+KE/jr4K6TJ4us7y28afBvUPHOtSzaLB5xvoIrAx+WV2hI2e6cspUk7AARnjiv2EZ4bz/ggR468SH/AEdPFmj+P/ETs5+ULc6hq0qtk9R5ZTB9AK6T9gb4Ia18dPDnhv4ranav4f0uP4M6X8PfBtpqUbR3MkbwJLealLH/AALLJ5KIv3jHBuONwFADvgV+1j8VviXqf7EupX3ii1W2+OXhy/8AEPiuwh0qGOJ2j0iK8jihPLoollxncTgc9cD07/goH+0N46+CXgqz8W+DWm0Sz8EaxBe+KJta06M6LqmiZAvP35cPHKsfzROpGXXYVbdx8w/AbwT8W/gT+2B+xL8L/iV4Y8D6bpXw78M+IPD2j63oHiSXUm1w2+k28DSSW8ltCbfMcaOAHk5cjPHP1F8d/AF1v1Dx98UrPwtqnhPwO82tW2n6r4pmt9F0qGDLi6mtks/LnmUAspuGlEb7Sm1uaAPjL9nP/gqZ4j/aX1Tx1oGg+NPGXhGTxZ8WtRGm6x4j023gu9C0K3htXh0/TbO9aISXFxtdSrBzAszsVLbBX6g/B3x9ffEfwVDqmpeF9e8H3jyyRSaZrX2f7XGEdlWRvIllj2uoDjDk4YZAORX5x/sJQ3Hxo+Bd18Lfj98J/h03iD4+TXvxMTTfEOpXFqviD+0ZGlZIUNq5jvLWOKISLGyOg8uRVGd1fQvxT0zxv+x//wAEwpNJ0/x/8MPg14k8FWMWnaf4j8Rapda1oulWiTBIfNnvUWaSQwkL86t8+ANw4oA+wVkVxlWBHqDUd3cLbRb3ZVjXLO5OFQAEkk/hWH8JL661X4YeH7jUNW0/xBfTabbSXGp2KBLXUZGiQtPEoJAjcksoH8LDr1ry/wD4KB+ONQ0X9ni68M+GrjT4vGXxJu4fCWgx3V59lWSW7YJM4cKzDyrbz5cqjEbBxQBi/wDBPH/go74W/wCCiPhvx5qHh6xuNHbwJ4ru/Dc1tdTBpriOPDW94FwCsdxERIgOeO5xmvowMDX5m/CO21z9g/8A4LX2Njrui+GvCPgf9qHwZDp2n2Wkas99axa3oEKxx7mkt4NrSWcu35VJYouSa/RjTPH+g6x4p1DQ7XWtIutb0lI5b3T4buOS6s0f7jSRg7kDdQWAz2oA8p/4KA/tlSfsH/s0+IPihP4SuvFmi+FUim1O3ttQjs7iOKSaOENH5i7XIaRSQWXgHqeDy/xb/wCChlx+zPF4G1T4oeA7rw34Q8daraaJHr+m6smqW+j3d2VW2W8URxsiSMwUSR+YobqQME8h/wAF9Cv/AA6F+NjYbjSrPkHaVI1C1554464PX0PSvHv+CwPh3UPgH8APhH8U9T8Rah8Sl+HvizRTY+AtdjtobHxReXE0FvC0a2sEcr3UG4yRK29N2SUOAaAP0mik3pnK8+hri/2g/wBoDwv+y98Ida8deNNUh0jw1oEImu7hlZ2yzBEjjRQS8juyoqjlmYCtnSPH+h6l4hk0FNU0v/hILSzjvrrSRdRteWkL8LI8QO5UJBAYgAkV8Yf8HB/gvWtf/Yd0XX9PtbnUdE+HfjzQPF3iWwt08yS60q0vFe4YIOXEeVkK9CEPoKAPX/H/AO2d46+G3wM1L4nX/wAFdcfwnpNjLq1zp8GswyeJYrJIzL5psgnlbtg3GIXJkUcEbvlr179n/wCLMHx4+Bng/wAcW1nJp9v4w0a01qK1eUStbpcQpKqFl4YgOASOMiqXin4r+Fb39n3UfGU19Z6t4NuNFk1MXEe2aC/sni8wBOzh0YKAPvFgOpqb4UeL/DNn4d8N+G7L+zPD+oHRIb2z8NNPFHe2NkFVVHkA7giZVCwG0EYzmgA/aK+Ls/wF+CniTxnDosuvx+F9Pn1S5sorlbeSS3gjaSUqzAruCKSAcZ6ZFeMaL/wUT1Kb9lzw78adR+FviCD4c67olp4juLuw1K3v7/R9NniWY3U9qu1jHFG2+QQtIyqCQpwceh/t5OE/Yj+MLdSvgjW26f8AUPnrxP8AZ6+I/h34Nf8ABDf4d+JfE95bWuhaf8GdMe6a5K+XLu0iMCLDfed2YIqdWZwACTQB9YeBvG+k/EjwfpviDQ9QtNW0XWbaO9sb21kEkN1DIodJEYcFSpBB961t1fIf/BFnwXqn7NP/AAS4+A/gv4hXtvpfiyfSH8mwvpxHcnzZprqO2VXwzvHbyICoBKhDxgV9dLtPTFAC7vY0UtFABWd4m8J6b4y05bPVLOG+tUniuRDMu5DJE4kjYg8Ha6qwz3UVfw3979KG3KOv6UAYcPwv8PwfEW48XLpNmvia605NJl1LZ/pD2iSNIsJb+6HYtj1NZEP7OXgO3+NH/Cxo/COgp47FidN/t5bNBf8A2Y8mLzcbip9+e3Ssv4W/tO6H8XPjp8Tfh/ptpq8OsfCm6sLPV7i4gVbSaS8s47yIQuGJbEUi7gQCD+BpP2Vv2n9B/a8+BGk/ELwzbara6LrDXCQxX8Kx3AME8kD5VWYffibGDyMUAdZ4S+GGgeBL7UrrR9LtdPutauPtWoTxL++vZOcNI5yz4yQASQoOBgVpax4esfEOlXVjqFrb31jexNBcW88YkinjYEMjqRhlIJBBBBFeeXv7Vnh3Rv2p9P8AhDqVvrGm+Jte0WXXdFuJrTdYazDA4W5SKZSQs0O6MtHJtJWRSu4Bts0f7S+mp+1I/wAJbrR/ENnr83h9vE1hfvZ7tL1G0jmigmCTqSFmjkmQGKQKxDBl3DoAdT8PvhV4Z+EvhG08P+FdB0jw3odiu230/TLRLW2hHtGgCjP05qHxZ8HPDPjrxv4X8SatpNvfa14LnnudEupC27TpJ4TDKyAEDLRsV5B4Jxiud/aG/aq8Hfsw/A7WPiL4o1CT/hFtDkgiuZ7CL7ZIWmuorVAiR5LHzpkUgdMmuZ8b/wDBQb4Y/DPUfGlr4h1XV9HuPh5oUPibxCtzol2v9m6bM0qx3Tny/uEwTDjJHltkcUAe2PCsi4YcEYNcz4I+CnhH4a6lfXvh/wAOaNo99qhLXl1aWiRz3Rzn95IBufn+8TXI+F/2w/CPjD9oKx+GdmviBfE2peF38YW/2jSZre1k05biK3L+Y4ADGSZAFPJGT2qx8Wf2q/CPwX+LPgfwX4mutQ0nVPiNdSWHh65eykaxvr5EMn2MzqCsczIrMiybQ4RtpJBFAEsf7IXw2i/aFi+Ky+E9OX4hQ2EumR61ufzkglIMgC7tm5toBfbvIABbAxXW638NNA8SeMtF8RX+k2N3rvh1LiPS7+WINPYLOFWYRseV3qig46gYrwP4U/8ABTrwX8UfBngfWbbQvGf2n4heJ9Q8L6NpVrp/268b7FeSWtzfypAziGzjePc8rkbFdcgE4r3b4g/FHQ/hP4G1TxN4m1bT9D8P6HbPe6hqN5OsVtZwJy0ruThVHcnpQAxPg34Tj8O6xpC+G9D/ALK8QXM17qdn9hj8jUJ5v9dLKmMO7/xMwJPeuc+G37IPwx+D3wUHw58L+CdB0PwLuZ20S1t9lpKWfe5df49zddxOehyOK5X4m/t/fDr4a+JfAFs+uWOs6f8AEDWBolvqOk3sF5bafK0Ek0UtwUkJSB/LK+ZgqrMgYjcDXfeDf2hPBXxC8cXXhnQ/FWh6tr1jare3FlZXkdxJDCzFRIdhIwWBH1FAEdr+zP8AD2z+KuteOo/BfhlfGXiLTV0bVNZGnRfbNQshjFvLJjLx8DKnghVznArnbL9gb4F6beW9xbfBn4U29xZyCWCWLwlYI8LjoykRZBHY+tdB+0r+0Bof7KnwE8XfEfxOL1/DvgrS5tX1EWcQkuPIiXc+xSQGbA6ZGa1vhL8TtN+NPwz8P+LNF+1DSfE2m2+q2X2mEwzeTPGsib0PKttYZBoAzPGv7NngH4k+FtY0PxF4Q8P69o3iC7W+1Ky1CyS4gvp1ChZJFcEMwCKB6BQBxVnxf8CvCfjzUvCN1q2i2l1N4C1AaroHVF0y5EEluroqkDiKWRQCCBnpkCuq3tu9a818GftO6L46/aj8dfCm1t9QTX/h/pWl6vfyuqi3li1D7QIQh3biR9mkzkAdME80AelmBSPu1zngn4O+GfhxrPiLUND0e002+8WX/wDamsTQr82o3WxY/NkznLbEVfoKX4p/FXRfgv8ADTxB4u8RXn2HQfC9hPqepXAjZzBBDGZJH2gZOFUnAHavNvhJ/wAFC/hT8bfFviXQ9C8SSJqHhHTdN1bVU1TT7nSVt7fUEL2b7rqOMN5igHgnAdM8MCQD2oWqj+9n1zzXM6L8EPCPh3xhP4itPD2lx+ILnIfU3gEt5g9VErZdV/2QQPavKfhj/wAFMvg/8UI/EM0Pi/RdKstC8VS+EIbrUNStY4dZvI2RGa0KysZI/NZow2Blo37DNdx8Zf2mdF+CPjv4b+HdUtdRuL74neIH8OaYbdFaOCdbOe7LSksNq+Xbv0yckcUAVPFP7HHw78eftA+HfidrHh37Z408JmVtJvZL64Mds8kflNKIN/kmTZlQ5QsoZsEZNdh8QPhH4b+Kkugv4h0m21ZvC+rw69pRmz/oN9CrrHOmCPmVZHAzkfMeK4Dxz+318Ifhn/wm3/CQePNF0f8A4Vy6R+JftRdP7HZ4lmUS/L/FG6sCMghhivVtG1iHxBpVtfWsgltbyJZoZAOHRgGVvxBBoAkm0yG4jdZF3LIMMCfvDOcV5x8GP2OPh1+zve+NLrwRoH/CN3XxAvFv9amtbycvPMkXlIU3u3lBU4VY9qr2Aq1+zT+0voP7VnwH0f4i+F4dUj8P66s72q3tuIbhxDNJC3yhiOWibbzyCOmaf+zP+0joH7WHwL8P/EPwtHqkXh/xIkj2i6ja/ZrldkzwsHjydp3ow69qALfgH9nLwZ8NfFd94g0vRIf+Ek1SJYL3WbqR7zUruMciN7mUtL5YIzsDBR2FZH7Qv7GXws/avtdJi+I3gbw/4vOg3AutNlv7fdPYyAg5jlXDrkgEgNhsDINYfif/AIKA/C3wbqXjK11LXNWtZvh3aLf+Js+HdRZdFtmV3WeYiDAiZY3YOCVIUnOK7L4TfH7QvjH8K9L8Y6eNT0vSdWt/tUKa5YyaTdRx54aSG4COgI+YFhgrg9CKANS8+EuiXs8DtHqEK2sCW0MVvqVzbwxxoMKBHHIq8DjOM8da5/TP2U/Aui+N9V8TWek3ln4g1y2gs9Q1GDVryO5vIYS5hjdxKCyp5j7Qem413ljfpqVvHNDJHJFIodHQhlZT0YEcEEcgipjuHf8ASgDk/hx8DvC/wj1XXb7QdNktL7xPcR3WqXEl3Pcy3sqII0d2ldjkIAvBHAo8J/Bbw34O+Ifi7xVp+lrb6943+zf2zdiR2a9FtG0UIIJwoVGYYUDOSTk11almPp+FK24D/wCtQB5n8CP2Qvh/+zPrHi7UvBXh6PSNQ8cX66nrE/2qadruZFKJjzXby0VSQqJtRcnAGa37P4IeG0+I/wDwl9xp63/iZUeK31C6dppLGNuGS3DErCCOG8sKW6EkVyXwn/bZ8A/Gj4k/ELwvoWq+ZefDXWI9B1W5mCw2ct40KSvFBKTiRo9+1wPuspHavRvDXjLTfGen/bNH1Gw1Wz814ftFncJPFvQlXXchI3KwIIzkEevFAFT4kfCjw38YvAOqeFfFei6d4i8Oa1A1tfabqEC3FvdRnqGRgR6EHqCARgiuF8GfsKfCnwD8F/Dvw803wjar4N8J6jBq2laZPdXFzHa3UE3nxS7pJGZiknzAMSOAMYAFdDrv7R/gnQrrXrNvFXhubVPDY26hpqatbLeW8pj8xInjeRdjuuCofGc1yPwz/wCCgXwl+KHwV0Tx9b+NtD0fw9rwQQnWbyLT7iGR5TCIZYpGDJJ5gK7cHJxgkEGgD0LSPgz4V0HxjrniCy0HTbXWvE1vb2mq3kcIWTUIoBIsKSH+JUEsgAP941yfwB/Yp+Fv7LWt+KtS+H/gzSvC9542vEvtZktN/wDpcibigAZiEjUu5EaBUBdiFGa9OlcxIWz09q81+DH7W3g34+/Fb4j+C/DV5eXWu/CnVIdH8RRy2rRR21xLCJkCOeJAUPVehBBxQB6FpWg2ehW3k2Vrb2kGWYRQRiNAWOWO1QBkkkk9zVl4lOPvfgetDsVK/N944HFeL+CP2/fhx8Qtch0/TdR1Fp7zxtf/AA/smk0+RYtQ1Wyt3uLlYXxtaJEilHm527onXqpFAHd6P8FdCsfiLN4suLeTUPEjxtBBfXj+dJYQMeYrcH5YVPG7YAXwNxbAx5vov/BNH4M+Hviba+LLPwvqEOpWOvy+Kba2/wCEg1E6ZbarK0jSXiWJn+zLK7TSsWEfJkY9TXf/AA8/aB8P/FD4keOvCukSXsmrfDm9tdP1rzLVo4I5ri2jukWOQ/LIRFKhYA5UsAeoz1raxCuoNaiWJrqOMTNCrgyKhJAYr1CkqQCeCQaAOX8XfA3w744+K3g3xlqVnPNrngM3zaNMszIls15D5E5ZQcPuj4+YEDqMHmuN+PP7DXw+/aL+KHg3xf4m03UrzV/BOqwazYxxanNBaXFxAQ0BuIQfLlET/OgYcMM1ufAn9qjwv+0RqXjKw8PtqUOqfD/XZfDuvWN/ZtbT2F2kaSjOcq8ckUkciOjFWV1Oc8V3+n6rHqkPmQSRyR5ZdyOrrkHBGQT0OR7Ec4oA5z4rfBTw78brTRYPEunrqVv4f1i11+xjdmURXts++GXgjO1iTg8HuK6M6FZm0kt/s0PkTMXkjCAI7E5JI6Ek8k9zXlHxs/bm+Hv7P3xv8AfDvxJq01v4q+JE0kWk20MBlWJEZU8+4YcQwtI6RLI/DSOqjJIFeuPOUDdPl4PIoA8l+Dv7EPw9+BXxI+IHibQdJvv7S+JhtU1w3+pXF9HLFbJIsMMaSswihXzpf3a4UbzgAYFao/Yx+EPmxyf8Ku+Hu+OcXSsfD1plZgpXzc+X/rNpI3/ewcZxS2P7Xfw71LxV4h0O38VafPq3hO+Om6vaxK8kmn3GxX8uQKp2tsdG+jD1qTXv2qfBXhzRbrULjUtQmt7OJpmW00W9upXVRk7I44WeQ+yAk+lAFeb9ir4PXOnraSfCv4eSWqCRVhbw7aGNRJ/rAF8vGH/iH8R65q/e/stfD/U/EbatdeFtMub77Jb2EbSqWW3toN3lQxITtjjUux2oACcEgkDGl4t+M+g+A/hRqPjfWbz+zfDGk6W+sXV5cIY/ItkiMrOyNhlIUfdIBzxjNYum/tYeAb3w74N1K68T6Xoa/EDTBrGg2utTLpd5f23lxSswguCjhkWaMspG5d3IFAE6/sp/DZNZbUl8EeG11B4BatdLZIJmh3bvLL43bd3O3OM1Qk/Y8+G9jo3iiz0vwjpGhr44aIeIZdKt1tJ9aSPACXEiANIpTKEMTlGZehro/h58bfCXxcu9Yg8K+KPD/iSXw/d/YNUXS9QhvP7OuNgfyZvLZvLfYyttbBwaybT9qHwTfeM/G3h2PXIBr/w6tkvvEGmyI0d1Y2rxNLHciJgGkhdVcLIgZGZGUHKkAAsT/s+eFX+NGj+Pk0sxeJdD0GfwzZTxStHHb6fNLFM8IjB2Y3wR4OMgAAECua8R/sS/D3xL+1JofxhudFuJfHHh23mgsbk6hOLaJpY/Kab7Pu8ozeVmMSbd21mHQ1R+H3/BQn4W/FLxj8PdC0XWtXnvvitpNxrnhVrjw/qFnb6xZQRRTSzRyzQohURzRNnPIcY612Hx/wD2lPB/7LnguPxJ481qLw74da6js5tVuY2+x2LyHCNcSAEQxlsL5j4UEjJFAFzQvgroOi/Ee88WtZveeJLyI2/9pXcrTzW8HXyIdxIhjzyVQLuPJya2/GXgbR/iN4Q1Lw/r2m2es6HrVrJZX1heRCa3u4ZFKvG6MCGVgSCD61zfxl/aM8JfADwPY+JPFWrLp+h6lqdjo9tdpE9wk1zezRwWyjywxw8kiKG6c5JxzXZXN6LO1aaQ7Y41LtnsBkk/kKAPF/DH/BPb4XfC/wDZiv8A4Q+CNF1LwJ4KvoZIzD4c1a5sbyEuxZnS5EhlDcnqxGDggjinaV+wR8O7D4deF/BNxp+qap4F8I6ZbaVpvhq91GWXR0gt1VI/Pt8hblsLkmcSDdzgcV6p4I8f6P8AEnw9Fq/h/VtN1rS7gsIrywuEuYJSrFWAdCRkMCCM5BBBANeej9ub4Wp8e9Q+GM3jDTbHxxpt5Bpz6beB7bzrme3+0wwRSOBHJK8IZxGrFyFbAODgA2Ln9l3wFP8AHvSPicvhiwt/HWh6XNodrrFvugmNlLtLW8oQhZo1KKUWQMIzkptyc2YPgNocX7RM3xNZLxvEsvh5fDSuZz5MdoLk3BAjx94yBSWJPTFXPH/x48G/Ciw1C68UeK/Dnh6DSbVr69bUNSht/ssCjLSuHYFUAGckYrm/iP8Atl/Dv4Vat8NbPWPElnHJ8XtSTSvCbQfv49WlaB51dWTIWIxqP3hwuZIxnLqCAafh/wDZ+0Pw/wDH7xF8SoY74+KPE2kWWg3byXReAWdpLPLCqR4AU77mUk8k8eldH4m8Gx+JLy3ka+1iz+zAgCyvpLdXz/eCnDfj0rbBY+34UYb+9+lAHmepfskeEdY+MGl+PrpvEEvjDRdLuNEsdSOs3Ikt7O4kilmiCh9pDvDESSCfkGCK1tE+BGk+GfHOoeJbfUPE82s6lYLpsj3euXV1bpEjM67LeRzAjhnJ3qgYjAJKgCum8VeJ7TwX4fvNU1Kdbew0+Fp7iYqzCKNQSzEKCcAAk4HSuD8X/th/DrwV8E9P+JFx4o0++8C6tPY29nrelZ1K0uWvblLW2KNAH3K80sabhkAuM4GcAF7wR+zx4d8HR6/N9luNQ1bxYm3W9VvJC9/qg2sqo8owVRFYqiJtWME7QMk1i/srfsY+Cf2QtL8RxeE4damvPF2qtrGsalrGqz6pqGoT7QieZPMxcpHGFjRc4VFArpvhn8fPC/xf8VeMtE8P6l9u1TwDqi6NrsPkPH9iujCkwjywAb93IhyuRzSfFL9oDwp8GPEPhHSfEWrx2Oq+O9WXRNBs1jaWfUbpkeQqqICQqojM0jYRBjcwyMgB4q+COg+O/iJo3iLWrOTVrjw63m6XBdSl7SwnwR9pSHG3zsEgO2So+7jrXM/tafsY+B/20fhk3hbxpb619j3Ex3ek6tcabqFuDjeqTwsrBXHyupJVlJBHpt63+1P8OfDljeXF9468KW8Wnhzcf8TOF2h2Z3AqrE5GDx19q6vwb4x0/wCIPhTTdc0a8h1DSdYto7uzuYvuTxOoZWHfkEdaAOS/4Zr8I2f7OE3wo0/SV0vwLJoEnhpdNs28pYrJ4TC0aN1B8tmG7OcknOeaq/D/APZD+Gfw88CaX4c03wL4Zh0vRbKHTrWKTT4pGWGJBGgZiuWO1RySSa9Kw3979KSRmjTdnpQB5Re/sX/DlfjP4P8AHln4T07TvEngRbxNInsF+yrGLuJYpw6IAHyqKBuzg84q74z/AGXfDfxX8S29940GoeMLWzuEu7LSdUnEmlWkycpILVVWOR1PIaUSFTyCD0rfFD9tj4YfB+bULfWfGGmyalpdytndaXpiSarqcEzKGWNrS1WScMVIbGz7vPTJqSy/bV+E+peJrfRYPiJ4Pk1i61h/D8ViNTiFy+pIrO1n5ed3nhUYmPG4BTkCgDU/aI/Zi8BftWfDS68I/ELwzp/ijQLqRJ/IuVIe3mQhkmhlUiSGVSAVkjZWB6Gsnw7+xr8OtO/Z7j+F+p+Hz4u8E+UsUuneLLubxALpQQw817x5WfBAwCSBjjFelTaitu8auyrJNkpGT8745OB1OBycU631CO6id45FkWNirFDuAIOCMjuMHjtQA3RtGtfD2l29jY28NpZ2kaQwQQoEjgjRQqoqjhVCgAAcACuU+If7OHgH4t+LdF1/xR4N8N+Idc8OOJNK1DUNPjuLnTWB3BoZGBaM5zypB5pfgZ8fvC/7SPwxtfGXg3Uzqnh2+nubaG6a2lt98lvPJbzDbIqt8ssUi5xg7cgkc1mw/tXfD9viV4k8Hz+KtJ0/xJ4RjtZ9TsL+YWcsMN1xbzp5u0SQyNlFkQld6smQwIoAl+Jn7KXw0+MviTTNa8XeA/CvijWdE/5B9/qmmxXVzY9D+6kdSydB90is/wAO/s26Pof7TmtfExNP0u31jVdCttAaW2tEjuLmGOUyE3EgGZMFY1QE4VQRxk1peIf2pPhv4StEuNU+IHgmwgkuIrVXn1y1QGWWRYooxl+WeR1QDqSwFX/jn8cfDv7OPwm1zxx4uvm0/wAN+HLY3V9cpC0zRpkKNqKCzsWZQFUEkkAA0AR/Gv8AZ08B/tI+GY9F+IHhDw/4y0eOQSix1iyS8t9w6ExuCpxgdR2rL8J/sffCzwFren6po/w+8I6fqWkHNhcxaZF5tifWFiMxn3XFW/jN+0p4O/Z88M6JrHjHWF0PT/EWsWWg6dJNBIWub67bZbwBFUtuZuOnHOcAHHbvceXD5jMqoOSTwAPxoA85i/Z00mP9qC8+KKafpVvrk3hweHftMVqFuruIzCYieQDLohRAi9sv6ivRrixiulZZEDqylCD3U9R+NcL8dv2lvCP7N3wzu/GHi7VPsPhzT5IUvLyKJrhbNJZFiEsiplhGrOu5sYUHJ45rqte8aaX4Wtmm1LUtPsIFdY2lubhIY1ZmCqCWIGSxAA7nigDhfB37F/wt+HupG60PwTo+l/6W1+lvbqyWcNwzl2ljt93ko+4lsqgOead4k/Zt0fxJ+1H4Z+KEtnpy614Z0S90aG7W3/06WO4kifymm6+QpjZvL6b2z2r0hLlnj3Y9OAQfT/GuU+FPx48KfHD+3v8AhFNcsdbHhnVrjQtTNsxYWl7bttmhY4HzK3BxkUAXfil8IPC/xu8GXPh3xfoWm+JNBvMfaLDUIRPbz4/vI3B/GuR8JfsQ/CHwIdM/sf4b+ELBdFMZ06OPTY/LsDGMRmJCCsZUcAqBjHFel3V2tlbPNK6pHGpdmPQADJNcR4f/AGoPhz4s0aHUdL8feC9QsblPMint9btZI5F9QwkxQB0HiT4XeHfGPiHQ9W1bRdO1LVPDM73WkXdzAsk2mTPGYnkhYjKM0bMpK4JBIrdVQo4+lcdbfHzwbe+IdN0mDxRoFxqGsyNFYQQX8U0l0yoZGChGPIUE89q7Dae5/SgB1FJsFFAC1HMzD7o3c4POMCpK5n4uWHiDWPh9qln4XurfT9evIvs9peTruSwZ/lM4X+No1JdUJAZlUEgEmgD4M/Zf/bm8KfBX9qv9pTxB42hutD0f4l+M9X1Lwtr0zJ9g1yHwxpNnp19aowOUnjNhcSKrACRFdlJ2MK7v/gghpWu/Dj9gPSfh54shGn+K/B85uLqzc/vIbfU1GqW5YcH7t26H0eKQfwmus+J//BO7Rfiv4I+Hnwnbw9pdv8I/h9cxajdPqMKXWpa/MBJvgjYgmFJ2mla6nO15QzxqpSV3HSftC/s7/ES2/ak8GfFb4S3nh2K/kiTw5470fXppYbPX9FDvJFLE8Ubsl5aySSNEWG1lmkRsDBABz/x/8eeNtG/4KBfBX4f3GvaFfeBfiRp/iufULA6EouhDZ2lkYoFufNL8tcFmZApYKBjoR8uftb/FzTfDP7X3wq+A3iTT9J8DRt4x0zXNd8baNrFxBpNxpC/aJrbSrkGTzdPu725S3i8iVzHLHvZZDwi/UHx4/YF8d/G/4q3vj+P4wap4d8X+G/tEPw7bT9Gt10/wta3UcaXkNxCwL3j3IQK0pdGjWKMwiJ9zPwk/7K/xotfgB4p+GuofA79nPxV4e8bRTp4jZvHmsQP4ikmAD3Fw0+nTTGY4Uh3ld4yq7XwoNAGh/wAFZ/gj4V+Df/BIP4p+HfCfh3SfDmjQpZ3osNOthDCsp1W0ld8D+JmGS3rzXjv7e+kP8RLP/gox4os976HovwWsvBcdzH/q5tRtLHV7+5iUjq0SXtsrDsXx1yB7H+0F+yt8YvjB/wAEdvEPwe/sjQLP4hz6HZeHtMth4kn1OPyIJrZFluNQlhhaWYwxPIziNctgDB5r3f4efBDxL8LPAZ8M6DZ/Daw0TdK8lqNKu2S5kmZpJpJS1wzSvI7Mzu5LMWJYk80AfOfwU+MHg/4rf8Fa/DF54T8VeGfFkGk/AGW2vJNI1KG9+zSf23YHa5jZgpwM4JBqD9qfS9B/aXvZNF8N+NIfh3pdre/btR8e33jqYahp/llxKNFsTdHy7hoy8f2mVUSNZGKJKQMeg/DD9jXxJ4A/4KUWfxGj8O+BdH8Hp8L73wzM/h2y/s8vqEur2l0itDnLDyopDv4AJx3rpv2k/hd4/wD2lvAGp/DLw9olp8M/BXiCGXT9d8Q3JtptS+xygiaLTbWHzEWSVWZPOnZTHvZljZgtAH5y/sN/s7x+Dv2BtM+KXwp+MfhnXNY1SDWdRXw5498WXMNvqGkzahcXEdoLyOa3u7C4khCtKZBLC0zM7L1evWP+Cqd34S8U/wDBIjS7zwLoPiq40+3+HWsX1pH4S1prnwxaWctj5F1bX2oM2y5hSaZXijG6WSS2QoFCsR9NeMv2P/HH7Kv2fW/2Y9P8D29olrZ2erfD/wARJJbaTrEdpAIIprS5iQtZXxhjjiaRleGQRx71BG+uq+NXwT8XftX/AAS8KeC/FXhvSvCen+ILy1vvG1lZaib+G3s7aeO4OnQyCOMStcSxxIz+WqLF5/JJXIB8aftU/tieJPAP7PN1H4Kv/HXg+/8ABXxh0b4XXd/e+JrVLe9eOeyN6scbIfLgktJJMPgeWAXOFUmvrv8AY3+Llr4o/ap+LXg2PTvF0N/4T0vw/f3N7qvipdZsLqK+iu3g+yRqSsPywsWZQPMypOdozzf7Ln7ANzoPx8+MXjvx9p63k+qfEfV9d8GabNNHNp1paXmmWNnLemIBs3EyRXELGQtsjZwqqJH3Yf8AwS//AGKPFP7Hvxk+NWpX3guHwh4Rv7PQPD/hPTLbxF/bj3NppaagWnSRkRoo3N6qRRSYZFiAICigDf8A+C5t3Jrv/BOjxV4DsGk/t74wajpngDR4oxmSa41G8iibaO+2ATyH/ZjY9q67/gltr66V+yzafDq+vWuvEnwRvJfh5rXmqFmZ9P2x2s7Afw3FibS4XP8ADMOpzWv4c/Z+1v4xfHPS/iR8S4YLWTwiJT4N8L28omg0KWVSkt/cyAbZr5oyY1K5jgRnVS7O0h4H9rP9lH4qeEP2irH44fs63/h2PxxqUFvo3jPwt4lnkt9B8Y6fGW8qZ5IUZ4L63DkJOAd0aiNgwABAE/bukeb9uX9mW1vG8VSeGbqTxOmrWujm8aKUjT4Wga4W2+barqdpbgFj615F8FdD8Bw/8FeP2gLf+yfGy2Y8A+D5otsWtCQP5uqK+cHcBt8oDdwSHxnDV+gPhxdQutFsZtXgtbXVvJQ3UdpK0tvHKVG9Y3ZVZk3ZAJVScDIFeFfCz4N+KNA/4KZ/GDx7eaW0PhLxJ4K8MaNpl/5yH7Tc2k+qyXChM7lCLcw/MRgl+OhoA+Z/gtZT33/BLv8AbWgkm1/7K3iP4hx6cusy3TTQWq2rCNFFyd6ooBABx3Pc1498J/Hdt8Nvi78MfhovguPUPjJf3Om6npXxB/tNY4Ug8SaXd7Li6seWuFs4NLeH7K7LG5s7R1ZN52fpj+2f8ONU+Jn7IHxW8M+HbU3uveJPCGs6bp1tvWMT3VxYzRxpuOAu53UZJ4zXyr4T/wCCVN/8NNU+Htx8NfDPgH4e3/g2PTfF2r6tcG5vbjxR4httPuLGOwlUEeTYxxXN0S0bNtadTHGMSBgDw3/gnZ8X/FXgv4Q/sS+GrXxpN/Z/jDxFf2Wv2KT2jyaoi2Gs3ZMkX2FCN9xCsjlbl268t1rqv+CzHjK+P/BQX9lfwP4Xs/GXinxDea9qfia+02w8RS6SqW40m8ghhhuFwtvNNsu/LIKlmhb5lzuXvfAf7J3xl+HWrfs8+H/+EC1C+0H4G3bmF4PH+nnSb2aS3uLQX9wjael3J5UN5PiKPywSR8rFQT6f+2D+zXq1t8b/AISePvBvhbV/FWq6b8Sf+Ej8RNHLD9oWxi8ParZwxIZnRUjWWeJUQHhpXY8sxIB8fePNQh1r/gn3+3pf2ek+JtDsLn+wWi0/xGZH1ixYeHtG3wXbSM7tcJkK5Z2JYHk5zX6R/tIfFTwX8IfhdpOqeNta1nRtNnure0s49HkvBfaldMpMdrClp++lZwrYRAc7e2K8H+JP7Avi7xT/AME4/jZ4Hhm0mX4p/Gr+0tf1SVpnSxGrXZUx2yybSVghihgt0cqfliDHrXbfBvWfj34b8EfErxL4q+Hmh3WtTazFfeFfCtv4qWaVbGLT7WCSH7T5AhSV54Z5UB+X/SMMyc5APzq/4Jg+IdR8DfDn9knzta+KHw/8H+PNN8XwXzDxTd3Ta4bIvNbS/YW86OzSMF8bQju2d69C/d/8Ev8A4q32nQfsS+G9D+IPjFtL8VL42m13SJ7pxZ3v2TzJLeNg8Y3bXkDYB659wPWv2Rv2OvjR8GvAX7GdvceC9K/tX4baV4rk8VwXmuJDb6LJqKbreFpI0lMr5k2kRI6go2WAAJ1v2a/2APi58E/iR+yfZa1Y+Dr7w/8ABmTxe2taro+sTsf+JnDIbbEM0ETH94+w7Wb1wB1APJ/2/nvbX4tf8FAvs0njiSNPgtpZmGiTWq2qBdK1hs3ImO8A9P3YJ2lvUU/9tXwt4T8M+GvGHwZ03RfDY8V/tEeG/C9p4M2afEskt3czf2dq7w4B+a2tIo7xwMYBJJyc17f+2R/wSQ8O+Mfg3+0V4m028+IvxC+KPxO8J6nY2UOq+JZI7bzTa3CWNpHbweRbmKFpisZmV3UO252PNY/if/gnv8Q/jppfgj4kaU9l8I/H3wZsIn+FvhpbeL+z7C8aJE1J9WWHKyrfIDb7ImHlQ4kDGViEAPujwJ4M0/4ceB9I0DSYEtdL0Oyg0+zhQfLDDDGscaj2CqK+Jf8AgqH+1vf/ALH/AO014E1vxf4S8RfEL4L6p4fvLTU9L8MSSXGr6BepNHI2qy2MbBri0WHEbSZ/cseCC+G+uv2fPFfjXxn8HNB1H4h+FbPwV4zubRW1bRrTUl1K3s5+QwjnUAOpxkcZAIBJIzXn/jH4F+KvDf7Y118U/C8Ok65b+IPClt4W1XTNSu5LOS1FtdT3EU9tMscq4b7TIssbqN2yJgw2sCAZf/BLXxwPiV+xt4X8QW/i2PxlputyX17pd6NVbVJbWwe7la1sprliWlmt4SkLliTuQgk4yfU/jto/i3xV4Hm0nwZqtp4f1jUs2r6xKPNk0iFhh7iGHBWWdRzGr/IGALZA2tyP7Ff7L6fsteDvFFntsYbrxl4nv/Fl5aaapTTtNnuym63tlYBvLURg7iq7mdm2rnA7X4nfBLRPjBFHbeIjqV9pKqVm01Lt4LW9Gek6xlTKvYxsSjD7ytQB+a3wo1rTvCGj+M/2cvhD4q+EPiK50XWJYl+Jt7bWzt4Lsrgl7htQlk/d6lrv2g3QRIflIKSTtGQVf7E/Z6+G3wZ/Zr/Yk1bwH8PdYtv+ED8D2N1peuXWj3p1DUYrkw77qWV7ffI183mrK2MvudcAfLXK/wDBPH9n34g/s0/BLxV4Zk+G/hPQ7Gb4geJ9X0a0bWxGI9PutWuJrUrHFbyJGrRMhCbsquAQDkV0v7FPwZ8Y/AOP9oPWvE3hu0srrxj8SdQ8V6RZaXdLeG9s30vTYU2kqnztJbSqFZV5AzxzQB8i/sF+OU8GfHHxd4d1z/ha+qeKPiR8QG0OzuL6y0g6tqDaZ4T0ed7rUPtAcQs0Zd/LVsq7EOobO3S/ZV/bMufiZ+zb4R8aeP2+IGr/APCRfGG58F6bJoVv4Zt4U/4nV1aWEN2sarKVWFI/NHO/bvXcCCfTvEn7A3jbVfGfwkZZtY0i+17xd4t8W+PNY0iWHzNG/tbTpofs0LvyrLG8Vqkyhivk7wDwRT/au/4J4XWlfH74Kt8H/hxf2Oi6Trfhu31i7sdahstE03TNIvDdrLc2TESzXSxmSGKZPMY+eyuBgMAD7+n2um1tpVuCCeor8wv+CSHiaTwl+3t8ZvGeoXkh8O/tVeMPEl54VLY8l38OX72QKN3+02szSr6raydcA19u/tC6Z48+MCXHgfwsl14V0zVLcwax4taTy5rK2kBEkenoMs10y8CVwiQ7tw3uAg5z4+fsCaF8R/2TtE+Hfgq6m+HeoeAEtbrwDq9inmSeFdQs0C2twqtzInVZY3J86OSRWyWzQB6v8cfFuseEPhfq194Z0tta8S+V9n0eyztSe8kPlw+Y38ESuwZ2P3UVjzjFfj78FvFP/Cu/2Yv2aYvFXjnx1JqXwr1HxJ4s8eT+FdPDxafp2/xLpp1gMtuzebLeKUySWy4O1Rlq/Uj9ijxZ8bPE3wxeD47eD/C/hfxdpVy1n9q8P6ub2y11EOBeJGUDW6yY3eW7Fhnt0r4Q8Df8E3fi54i/Zs8ZQ3FqPDUnjH4d6x4JXTJrD7VqDXE/ivW76NinmIkUbW13A4dpD98hlGKAOg/ZesvHGn/Gb4WeB7jxh4u0fxP448c+MPFvxJitryAyTR6fHbGyiaUQB9hju9IRgAgkXeCAGxXvfx5+Fvw3+GHx5+IPxY8Wa3ayXU+iWlpq0vi3wncazoXh3SbNGlC2zRhI4QZHkmleR3JJH3Qork/DH7M3xk+An7bb/Hqz8JeHfF3/AAs+Cz8M+K/DNhfJb3ng+whKLb31vczMkd1J8ub1flLiOEQ+Z5Q3epftxeAPFH7Z/wAKvEnwV8P6Rquj6F4xhTSfFfiu8jFra22lyFftkFmCxluLqWItGjCPyFDuxl3KEYA8kn/4VtrviWbSvDuofCHT7tbWHxBrVjonwWupNWvtOnjeKKRTvzGz7P3cpR8tEF2kAg+w/st+HfDX7OP7G/hrTvg98O/Fz2EkLS6fo+sCXTtQN1IT5suoNdfPAS4LSOQx5JVHOFPI+Mo/GP7Pv/BSTxT8QrX4X+OPGng3xh8ONE0G1ufDMdnM1heWGoalLJBNDPcQOoMd5EyMoK8MDgjB9R/Zm+KnxI8UfCfXtd8cfD7xJousr4k1ddK0SWeza+m0k3bGxkfbOYUkNuUBQy5UgjnrQB8zeIPB+tfBu5t7j48eANH8feOv2nvEsXw/v7qw8RMtjplu1veXNpYWg+zrJb2cMVo771bzWnPmE7iNvdfsgx/tVfAvx/b+AfiLpfg74mfDtrqWDTvF1v4m/wCKh0C0UA28WpxPbRrezeXtHmxgMx+Zwck1B+2D+y7qHxx174K3Hh74PX1rB4I+JVj4n15LubTlNxpsWn6lBKseLpgz+ZcxYUkZ/CvZfhb4Xh+FXxOt7Xwn8EbvwzpXihpZ/EGvrcabb+TLFHiDzoo53ln3AlAwB2YGeKAPAv2aLHxuPiZ+1pf+Bde0nTNc0f4uy3iWerwg6ZrEf9gaSfs1xKqmWBDy3nR5KZ3FXAKnmf2B/wBv3Vv+Ck/7cV9q3/CQax8MvD/w78O+TYfDye8T7X4zmuWH2jWiQuy506ExiK1mi++d7tsDBT2/w+/Zd8RXPxq/aGtfGfw+8Xal4F8e+P49ctbTTtS05LDxNZrpNhblbpZJ0mMXm27gwnajjKuHUkH0L40fAXRfit8Q/h/47vPgn4wk8afCK5e88LXljqOk2EqAwvG1mzpeAG2kDAGNgVBCnAwcgGT/AMFZT4ii+DPh2SGPwfc/D231yG68aadrFxcRXWvxREPY6baLBHIZpLi+W2RosfvF+T7rsR83+FfAXxM0T/goJ+zX4k8V6ppniL4h+PLDx1rGr6Je6tLPovg0Pb6P5elWe0Ps+zxrHGzKoErmR+4r6u/ak+CGvftXeCPhmuo/CvwFqmoabqket3dr4z1CWeDwpdJAdsqR2gZb2RWdkCGSNDndu4Arynx1+zf4sb9sv4F623w7vvEXhP4bWXiu01m5stN0zTLJJNQt7FLf7Ja/aRIYt1rIMvuYBlyTxgA6b/gmRZX9h8Tv2rv7QtdNtNTPxel82PT9724J0PSJFwWRWIxIM5Uc7scYrzP9oH4n/GD4o/tR/HP4Q+Gfh54Dj16T4Z6QJvF+kSK2sWlrqFxqETqTcNF9o8pIrhoYMovmvuZ1BwPXP2C/AXjL4M/HX43WepfDLVvDfhP4geOZ/FGjan9rsWt0gOl6bb7JIo52ljkeaCY42EcEkgMMc38Xv2cPGPhP/gpnqnxcgbxN4j8H6/4T0fS4/BvhmFY7rWNS0661CWKW+u5miggtIheCRUM6mVwAVYR7XAPB/jXrWm3lz+xLqHwnk+JPgHU7WG4+HngSaTQtH1xX0+5tLaC6mvLVr5XjW1hsFaRgCUJYFc4B+sv+Cgvxj1T9nL9j/VbjxF4E0X4xaJLDpuia1bandxWMGtNe3kNjIJLfyJU2nzg20DBzjAxmvnHwd+yL8e/2RP2ndQ+PUfgTQvixp+tPqDW/w30XXDDf/DNdQuvtF4+jz3jR2l0904WS6VvIPmDEJ2Hafor/AIKZ/CX4iftU/wDBPjxNoPw/8P2cXj7VW0fUdP0jXblYY4Z7bUrO9MU8kbMnyiFg2xznGAc0AeY/8FhZfFmmfsueFYV8OeGbfSNN+KfgpbXytZkDMkfiCyWJDGbUKoLbVOGO0cjd0r6g0rxD8StN8XeJLnWPDvhC50CGyR9FtdI1WaXVLi4BPmpM08MUCqQV2kNwQQfUfPf7an7LPi0/sS6HoVj/AG18QvHV38R/CPiHxFexRhX1CaDXdPmu50i4WG3ihhYrGvypHGPvHLH7PA3RhuQ3XHpQB8GfAr4reFPBvhr47+KtH8K/ET4R6L4X+IusP4ri8OSWeurqF5DYW815fSRNFP8AZkC/wQbQzEnDMxx5p+yt4Gsf21v24/jrZ+I7r4oaBouvaT4J8feGbjVYdLs9U1KCIXsNvqUTxW7PCN8RVSDHIqllZQSRW3q37Fv7TmteI/2k/DOiWvgXR/APxS8aatPYNqWqyxvfWeq6RFazajMIY5HcWxjCx2mYDJK7s8m2JN+9+0D+yT8cP2Ufhz4L+KXwpu/+FofFH4Z+DZfA+paGlnFpcfiTRDCgh+yKWkP2m2uoorpBLK5kBuIxgyKoAOZ/4LO634qv/GHjnwzpFj471bSI/gJ4itntdL0q8urG/wBR1G7tbWN5WhjZGlit4rqTDHKqzEckVH8K9N8O/wDBRZrzxZdW9hfWfjTwXN4b+E9lbeJorG78P6bbpazXFzHtjMlvqbXBs5nO0mGOK3Cl1DFvXv28vh948/4Uzrmt+HdJ+N3xM8QeMvDsmjab4Z0rW7XTdG8P6jcWgt47m5iV7a4aIzSb5iXnEYEjBAAFrxRv+Ca3jL4XeDLPVPBtl8QW8W/D2x8NXHhTTbMadaWMmvaNolxoslxJNJPl7O8hmhEq4VmS0Q8HFAH1f/wS0+MfxM+N37LOn6t8VNW+GXiXxJb3E9g+ueBtUlvdN1YwSNFJIyvBEsMokR1ZI9yZGRtB2j6QPIr5n/Z28B+Lv2f/ANjOb4dfC3wCvhXU/hvZW/h/wmfG88f2DxAsaRl7+U6fLPKiyM0xYOqSGQEkYYNX0dpM1xJYQ/a1jF15amUxgiMvj5tuecZzjPOMZ5oAzfHN9rNhoxk0PS7PVr/zECQXV8bOMrnljII5Dx6bTn2r8mfjh8SvCHxP/wCCOfgPVvDWh+JvhDB4g8UeF9RtPBvhxb2+0ezE3jKzd5PPFoqtM7F5Am4YfaqqSAD+on7ResfETSPhtcH4YaL4c1rxdcXENvajXruS306yRnAkuZRGPMkWNct5SFWcgKGXO4fDPhf9lv4lfsh+F/hr8NvGHgDxZ8cPg78ILlNY8O3ngZbCO/1e/juJJbZtXsr26gYfZZH8yIWrypI6xu+CoSgCb9hC88N6f+2X8dr4av8AGXUr6P4sfZ7SC2t9VFgzT6JYAy6lEkaxeWuDhrjAQgFQpJNaX7ZHj6T/AIeF/CbwH4H1PxRbeOPHniB7fX/HcFolxB4e02ztJNQXw7bu4MVubswo82xWcxxlpAzPGU6X9jD4qeL/AAn+1L8W7i8+BPxz021+MXi+31i1vtU0zTLax0WCLTbWzY3Mq6g5+/bMwCIxKuoAJzj039pz4L63qv7X37MuqeG9AEnh3wr4r13WfENzbxKi2P2jRb23jlfBA/eTT4PBYs2c9QQB/wAZv2jfHvwS+Lfwb8J3Wi+CL6b4t+IbrQVuIbi4iXS5IdNu9QMuGGZVItSm0FT8+e2K9I8Aap4+8DeAbOTxla2njrxFNeTKZPCdlHYW8du7FoyUu7kYKrtRiJCWIBCjkDwf9qDUfFXxZ/4KH/s5+H7T4a+Oo9O8A+KNS8T6l4oe0gfQY7NtB1KzTE6Sswle4njQROqv8+7pX2HDHiJd33sc0AcevxP1qTd/xbvxlx3NzpWD/wCTtZtt8WfFWpfEnR9HX4Y+JLXQ76KV7/XLzUdOWLTXVSY1MMc8kkm8qVyo+XKnBBOPRCgP/wCuo7tGFu2z72MAEZoA/Of4Z+IfEXg79rT9ra68M33j5bmH4k6Tc/2d4V8LWmpXGosdE03MTT3CFIlcLtYll2KWYEHJrgfGmsL8J/gJ8Ldc09tSh+IVr+0Dfa/Jb6j4bvLqxvfEGqTarayaUvllZcW63jfvcEFbUvjDDHqn7NX7Lvib4T/tD/tKeIfiFrHxc8cW3iXxlYXGiW+kxf2dB4jjXSbVCRFa+VHtjcGAvJJHGfJG8kgsef8AHv7J/wAafhx+2J/w0pH8PIfFnhm3vBfH4R6VrgfVNPul09NPHiCKSZ1sp9SFupiNsHVPLcssrzZJAPVf21PD19qH7TH7G9x4r0S38V6jD4l1221LS9JVGsLuZ/DeoMSFunVWRWiBXzHBzzyRXk3/AAT4+Jtj8Ffhv4L8Kah4z8deAYPil8RPGOmaBHDoeknTbbUYdbvsabJK0ErxzvGjGIMSjCJ0VhsVT9JfFT4OeJP2v/Hn7O/xK0uTxB8N18B6nqeuX9jqtnEmswx3ej3VgsIhIngWUPcqzB2+VVbHPFXvgR8DdR/Yl/ZeutOvNJ1T4r6ppPiXXPFWzSLK0XULt77U7u+DxpPJDEbhUuSh2Mm47go5AoA8t/4IafDfWNN/Yl8E+I7zx54q1iznGt2A0O6js10+F116/wA3C+XAsvmtjB3SFcEgKOAPFP2U/H998KPhD+yfd6TZ6a958V/F3ifwz4m1e50RtY1NtOtp9c1KC3jYAyLGtxAGA5Vd5OK+rf8Agj/8PvEnwu/4J2eANJ8XaBqXhbxAJtVvrnStRRY7uyW51e8uYllVSwV/KlQsoJ2kkZOM15p+xT+w1rXi39l34Dp49j8T+A/E3wd8XeItctrS0KRy3P2qXVraIyMwYqjW175mAASdvQcEA8g/aj+MPiL4v/su/HaHXJNN1K18AfHbwn4f0Rl0QadNb2iaroc5EgI3Mwe4YZIBwtfQ37dy6L4i/bj+A/hjxhqmrR+CdY0bxHfX2lwahdW1rf3llNpM9nLMkBHmeU3mMof5QWyewPnf7Zv7JfiL4dfC7xB4H8A+FfiJ8Q7747fE/Q/E2r67JPZyWfhmSG+015muNzxTJapb6eSGCSncdpIyte6ftDfDrxrrf/BQn4HeKvDegrqWh+G/DXiq11e9uLs29rZtdNpQgQsqO5kcwuVUJjEbEkYAIB8b/s6eIrf4ufEXQfEHxk8T+NW8B6L8a/E2keA9QutUuJPtniB7m4trEySj5rW1itElt7dHyHuJ5CdhEW/6e/YR1LVPFXxs/an0LxJr2veKNC8NePINI0u11q7e/i060/sm0maOMSE4UvM5Yd6sfs2fBfxL8If2Z/HQ8YfDePxTrEXxM8QeL9K0GO6tZZLqOTVpbuzuIHmZIxLtZXQSMh3YBKHof8EwfAPi+00f4x/ETxh4V1jwNefGDx/eeJdN8P6uqLqWn6ctvBaW32pI3dY53W3LtGrttDKM0AeO+DNd0X4u/tAeMvEnhuz0HW/gnrmiaQ3hSS00y2htZp1Fwl6yq2mTs6lljBZmC5UgA9a1vgdrPhHwt+0J44tvi2PCZ8I+MvEGg6D8N9N1DTLe/DagbZ2mSN0sYikjygEBxkCPcGHUUf2I/wDgn148t/h/+z74g12PRdGHgn4baj4b1Lw34l0qe6kivbrUbe5im8iOWNFdI4GXLMSBKcKMkjC8T/sl+N/gd8SfhN4Os/DeseIY9f8A2iZfihc6zo2mEaHomnNZ3StBOZJ3lgdBtAG0xtuAVqAPc/25Piv408Hfti/ADwb4b8V6l4Z0LxjYeLrjV4rCC3Z7s2GmQTWozNHIFCSEn5QM5wa+Mvht8aPil8GP2Jbe38M/ErXdNhi/ZavfipGI9K0reviB5N8lx5jWhdg7yu7KzEljnNfbn7WHwA8ffF79r/4P+NdE8P2cuh/DODxJb3rzapHDcX41PTo7aIwpg8LIpL7yhAAI3dK+bh/wTf8AjVJ8CYfDk/h/QW1JP2brv4ON5euoIDqskqGOcEqT9n2rlmI354CGgD9DPCllcf8ACpNMhvr+bUbqTRo45ry5C+ZcuYAGkcKAu5jknAAyTxX5l3Xxa1X4b/8ABux4fi0m08aWV3Y+H9IkTWtLjaCNQ2sRblSZZFfLKdhwMENjODmvujW/EXxTH7O3ibS28D2mn+JvJTRPDSWmq/bo7gyQJEt5cMEUW6xSF3YDeNka4bc20eN/H/8AZR8Wat/wSzj/AGevA/gXX2uNN0HSdCsLvUNQ063gl+xy2rvNIyXLupfyXPC5y2OOtAH054B+MP8AwmPjebRbXwr4qsrS1szcPq95DCtmJVdUa1JErSeeN24goBgH5s8H0Cvmyz+DeoeAP2tLr4oeEfAvjO3vPG8UGj+K9Ol12wtdFmRZFK6w1uskjSX0UaCEFdpeJiDkhTX0fDI7p8yqG56fWgCSim5b/ZooAdTZJViXJp1ZPi/UdQ0vRJp9N05dWvFZRFatcC3EmSB98ggYyT07UAaIu1LY7/Xr6/lSwXC3C7lzj3GK/L/9lP8Abr+K3wx+DXjrVPFXh231DwXpPxb8ZweJPF3iHxVJdW3hTS7W+uy0LxiPzQif6LBbpD5m8sRsXivX/BPx7+InwAvPAPwt0PxD4V+IXizxprg1DTovFuq3thfWHhuUyXT/ADTQLJdPbQL5Kgbpt8kXmKi7iAD7jklEY79QOnrRHIJVytfnz/wU6/bJ8eaHZfHHR/BPi7whofhn4e/CHXJ9TeXXY7DW5vEM1nI9oLCQAyCS0jjErfcDPdQgHIOOh8Pf8FH9S+F3wR8IfaJvht4h1Key8H29vY2njt9S1qePUru1sLm8vIzbhlWNrhWD7n3vkNt4NAH3JHMJDxTnbapPpXxB+y3+0lbfD/8AZf8AjdrnxH+IGtaHp+l/FzxZ4d/4SK/lM58ORSak0FoQ8m5IYITJFtLjy0+UEYNcf8V/+Cjt98H/AIfw/AHxF8XvAcn7Q1/axaTN4u82Gx06yimR5H1doHZR5kNm9tIIVOJbmZEQbdxAB+hyPvGeR9aVm2ivlT4A/t0eE/Dn7Qfhv4B3niPVPE2o33h0XfhXxZc3Iu08YfZYl+2RTSrGirfoP3xRcq8TBgQQVHH61/wVQm1n9sKx+G+iwaboNjYweIrbxDJ4gs7qS7stQ0y6sYkWBITiaCaK+jlWRdw2sM7SCKAPtiO5WVyq/wAPBzxUlfCviT9qa6/ZE8R+NPGHjL47eEYfDPxC1exj8OaRregaq8Wi3hiEEkFm4PmTLPNtl8rGI8OV+Ukr6l+278fviH+x9/wTc8dfEZr7wzrHxA8E+HW1WS4ispYdIuZY5ELkQNI0ixmMkY8wkckEUAfTFMM6iUJ/E1fLl58VPEHiywjmk/aD0HQbVgJGOjeB/LmVTg433ctwnQgZ8v3xXR/sb+LNBtvGvjHwvY/Fb4g/FHWreSHV72fxNaqsNlHMGCRWcsVrbwNGNnzJHvKHG7BbkA+g6KK+C/8Agp5+2DqXwh1Txq3g/wCLN18OfFPw6+Hmoa5qGgalo32238R297DLa6VeWLkMqzQ6qsUbdSRuV0Csj0AfebtsXJpI38xcivyvuv8Agrf4s8B6/Z+IY9Y8VeKtI8B/DLxT4g8VaHrFvp1lFr+raZp/h2+H2We3h3xxCLVpcbh97AK45r6e/wCCfH7Ud94t8E/GzXPiF4kW30/QfivqujadPqN0qw6dZGGykt7ZXIUbUM5VSeTnPegD6ySYOxUdR1p1fmd+zz+1p4+8b+IvibNqPxG1VtLtfiBr1t4eZr/ToS+lpdAWuxZpVZoghwr7cEYwTmuz/Y0/bG1Lwp+1t8XrP4o/Evz/AAjq0vhTSPAMd9qlncfaL6eK9S8ihjtmdgTKtvvd8KCw5GDkA+/qK+W/27v+ClmkfsgWnxA0W38OeJtc8WeEPh3ceP0NrDA1itssz2yb2aZZCROF3KqN8pyO4HN+DP29I/2ZPhIvhPxtH8TviT448B6h4d8MeJNY/sywgkvtT1mWBLVgscqJsLXEf3F4GM5OaAPsiivCP+Cl/wAa/Ev7OH7BXxU8eeEbqOz8S+E9Bm1KwmlhWeOOWMqcsjDawxnIPGKxP2gfix4v+BnxN+DPh2PxPqurr8XPFEnhg3LWllD/AGWU0u91DzwogPmcWTJsJH38545APpKiuA8MeC/EXhPxLqGuap408QeJrT7CIY9GksbK3hR0LP5iFERjK2QuGfbgLwOtfJniH9sD4n2v/BRn4o+GdP8AB/xEutEsfhXoerWmiG90qKPRZ5r7VI59SIa4O47IY12Rs7MYCNnQkA+8qRm2ivzw/Ye/bL+Mnxu/YQ+Efi+bxh8NdJtIfD9trPizxL4i1OLVtY1uOJQ9zFDZWxghtndQw8yWUshADRbiSPQP24f29NQ8Ffsk+DPjV4E15dP+Hd9pP9u69fTWH2yJtLvLF1tzBNGWIvY7uS1KRruEmXU9QQAfZa3iNJt74znt+dShtwr8bvhH/wAFGfij8a/2XvgDpFv8SPEkniD4zXng/QLHU9As7S6msv7Pso7vxJK84ZpH1C4McgaKSJY4454MbmZtv6Y/s1/tb6P+07q/iSHw/ovjCDTfDF9NpU2r6rYJaWl9eQTPBc28I8wyF4JE2uTGq5PylucAHsFFcH+0p8dNN/Zt+C+s+NNWhubq20kRRw2lv/r9Rup5ktrW1jHeSa4mhiUHA3SCvH/2wf2g/FHw++COg+D9N8S+HPCvxs+KI/snR3aZJbfQC2DealslbE0VjCXfLYWSRYkwDIBQB9OUV8ceM/8AgoRY6b8HvGPjTQfE/ibVtE8FXp8L6VJB4agvW+JGsQR4lTSDHIWuszrJCxjjCLJDNtysbMPS/wDgnn8WPEPxX/ZO8Pa14w8f+EfiH4wuEMutX/hhIk0/T7h33NYqqMWBt8mItIFdthLKDkUAe+UV4D8NPjR46+HN74o0/wCJH9m+JI4/FE9l4Y1Dw60RkuLCVYXtYr6NnRYbwtK0aqpxIEVsAnnyfW/2z/G2hf8ABTPWvDdr4S+J+ueGrf4UQ63b+F7e2sY5Zr3+2TA9zH5s0Y/1TKvzSdFbgEcgH2tRUVvN5yq211DKCNw9ak3ex/KgBaK5P4wfFSx+EHw08ReKdQh1C4sfDFhPqN1FZW73VxIsUZfYkUYZ2ZuMKFJORXi/jTxt8dPjN8DvButeCfDLeAPFc1zpWs3lpq99bXEDWrFGvbCeP74YwvKqkFWWVYyTgMCAfShGRSKoQcDFeCeIP2s/E2i/tP8AgX4Zp8MtUuLjxVa3mo6nqMev2nl+HLCDykW5lj3bpPMmmWNVTnhjk4xXKftg/t2a1+x+bqLVLXwXqGqXljqWr6Do0GoX73+o2VhatcTyTeXbOtuvyhPNfMQeWNd25gCAfU9Ffnb+yr+398SPhwIPDfxM1Twvqdjf+CrH4n2firVNRuI00XSNWvJYbPTrwxWuHe28pg965RGDKWVeSfrjRvjrJ8Lf2Z9Y+IfxO1/wi2l6HYXmvXeqeH2kOmDTUVpo3jeViZGEIALAgOwyAMgUAetUV+cNt+1/8W4v+CPvhv41XXjTf4n+Ini7SdXsZLO2t54tD0jVNfiii05cKRN5VpKqMzfPvLDOFGPs/wCFX7WXhP4y/HHx54D8Otq2pah8OZIbbWtRSxf+yYbuQFjZJdfckuYl2tJEvMYkTPJIoA9Por5Z+I37c2teG/26/FPwhjn+G/h+x0Twfpfie31XxJrUlnJcvd3V5A8SxYAcJ9lDbg4+/gj0xfi78ZfE8vhuXVLz9rL4J/DzS9N/0q6l0nQ7W6dIkIYq0l3fyAqwBB2xBvTFAH2BRXjXxM/aph+Gvi74bzzQ2t94D+I15Do8HiO2uS0Vjf3CM9mJFxgwXJCwpIrcSyxKRh8j2MNgY5oAdTVjVW3YG7GM18l/tOftiappf7XvwP8ABPhXUPFWl2OoahrOreLY4/C13dNd6VYW3lFFBt2bY15cWo82PgDvyM7vw4/4Kl/D/wCM188fgvR/HfiyzXwZYeO1v7LSBFDJpt5PfQQkLPJHIr79PnyrIBgqQTk4APpmivGfh7+1P/wvj9kvwr8WfBmhzW+m+L9Gt9dtLLxJdnTZ4bSdBIjSfZ47r5ypUhV3A54NfNvxL/4KEePNG/4KM/CLwrayaBa+E/EPgvxFqGp6Ut3fmC8uYJ9OW3laVtLEyNGJZAAilW3tuK4XIB97uu8UIoRQoGAOABXi/wCy78e/FHx58S+LLq90nSdN8K6LfDS9OeH+0lvLi4jQNO0gu7O3V4TvQxyxblb5wTkcZ/8AwUV/au1L9i/9naLxxpWk2GtXX/CR6JoQtb26ktoCuo6nbWTSM6KxXYJy/wB1vu9KAPeaCMivgP4k/t/ePPgt8fvD+jw/Eb4a/Ey/8afEbRPh9d+FtN0ibT4PAIv7C/vI7qS586SW7kkS1Q7WCLhvlC9/o74J6J488JfGjVpvH/xm0PxXJrWmRyab4PsPD0GkR6Ukch33ceZ5rqYNvCMzsUBC4C85APbGiV029B7UqLsXArhtR074hTeILx7HxF4Oh0p3Bs4Z9CuZriNe/mSLdqrHPdUUVzvjU/EHwvd6XrWsfErwD4b8K6DdC+8QGXw88QvbMI4aL7RNeFLbkhvM2tjy8YwSaAPXKKg02/h1OxjuLeWOaCZQ8ckbh1kUjIYEcEEEEEdQanoAKKKKACmlMsDhfyp1FAEf2dfM3c7vqetSAYFFFABQRkUUUARraoswkAw3Tg8flT2Tf1//AF0tFADUjCDgY4xxSsu5SPX0paKAGeTlSD/FSxp5Y2/wjpTqKAEZA3UA/hSgYoooAGG4ev1prwrIm3Hy+1OooAFG1celRtbK5yf51JRQADgUUUUAFFFFABRRRQAUUUUAFcr8ZPCWueO/hzquk+HfFd14I1m8jVLfXLaygvJtPwylnSKcNEzFQQN6kDIODiuo+b/Zqj4j8M2fi3RrrTtStbe+sL2Nori2uIxJDOjKVKsp4KkE8GgD83/+CX3/AAT78Ma34L+IupSavdan4k0L43eKZm1XWoI759Umt78rDPcRgojyoRvUACJXYv5ZdUZfU/hD4fb9vGHw/wCOvitr3hlbH4NfE/VY9LsItMS1hnvLGeSytLg3DytLHJzu2IwRywDKw4r6J+GX7Enwo+D3w+sfCvh7wD4XsvD2l3d1f2dlJZLcR209zIZZ5F8zcQzuSSc9MDoMVeuf2Q/hbeaW1jJ8OfAbWUk4umtz4ftDG0wYMJdpjI3hlDBsZyAc5FAHyT/wVD8SeKPFfiD46fDvTtebT/C7fs8a34lm0+DTLOZru933FvlpZI2kAeEBcKw6AjBArw/wdqvjD9rGWz+Dng3xhpPjiw8O/C/wL4mktGjsbRtH1iLW7aaaOa4hiVwws4NyxPy2FbnIYfqV4z+FehfEHw7rWk6xptrfWPiDT5dJ1BGXa1zaSqyyQs4w+xlZhgHHPaqOnfATwjpngWTwzH4d0b+wJrCHS5bI2iMk9rDF5MMLkgl1SMBV3EkAcYoA+Lvgf4v034b/ALGv7Yuua14Ut/Hei6X8T/HF9qWgTTQxJqVorI80ZMxEePLByCRkcDnFct8NfEF58JrL9i+9bxBZeDZfjlJq3iDxZfLaWCyB73SP7UjsIpbmJ/LhhcRQIqYzHbRg9K+1vhD+xZ8M/gN8CLv4Y+E/COlaX4D1E3ZvdGKtPDe/aiTceaZCzOZNxBLE8YHYVsn9mnwO58D7vDWksvw1j8rwuvk/Loa+QLb9yucLiEeWDg4XpigDwj4X/EC88X/8FP8AVvDP/Ce/8Jv4Y0P4aWms2cE0FhKLG/n1K5glmjmt4kZWaGNUK5wVPNcf8JPgX4iu/wDgrlZ61r3jLV/HN38N/h9fR6pqD20en6dYXGr30TWmn29rD8itHbWUjuzl5WDxMzkFFT65tPgv4ZsPidceNIdF0+LxVeabFpE+ppFtuJbOKVpo4Cf7iyMzAepNWPDHww0fwdZalDp9nHCNXvJb+9Z/3jXU8gAd3J5Y7QqjJ4VVHQAUAfNXwp0OLx//AMFf/jVNrb3GrR+B/BfhNvD1vdytNbaNLdvqxupreNiVill8iEM6AEhAM9c6X/BYnSp/G37BfirwJpq+Zr3xRuLHwbpEKttaa4vLqJDg+iRCWRvRYmPavXPgZ+yL8Of2afEXivVvAvhLR/Deo+OLxL/W57OMq19KilUzkkKq7nIRcKDI5ABYk9Tr/wANdJ8UeNND8QX1qtxqnhxZxp0jkstqZlVZHVegcqu3d94KzgEBjkA+Uv2V/jV4g+I3xI+P2m+JfjFdaDD4H+KF54e0PT3XSYDZabHp+nTxqPNgZ3UvPLh2JJHGeK6r/gnh8d9e+Jtl8eLvxN4ym8Vaf4J+J2r6Bpd1cx2kItLC0trVgpa3REYAyOdxGfWvcvCnwD8H+BNT8QXujeHtJ0678Wak+saxLFbIW1G8dI42nkLAlnKRRrn0QVc8MfC/RPh9b6kNB0rTtJbWL19Sv/stssYvLlwqySuFHzMwVQT1IFAEPwg+NPhf4/eA9P8AFHgvXdN8TeG9UWRrTU9PlE1tceXI0ThXHBKujKfcGvjP/gp1Prf7Qv7SHgr4C2fhvR4bfxL4V8Q+Jo9cub5f9KltNOube2s5VCbookvbq1uS4ZgTbj5eDX2F8B/gvYfAj4d2/h/T2R4lubq+mdYEhWS4ubmW5mYIgCqDJK2FHAGPrVX4p/sxeB/jXr9lqvifw/Y6pqmn2kunw3jKY7lbSVkaa18xMMYJTGnmRZ2yAAMCOKAPx/8AhL+yh4i+PnwX8YaTYalpEfjzxV4A+IFhoeh3GYD4xt77RtI0a0vdPuHAikt/P0cSuchhHcQNjDA19/f8EpNKk8PR/tDWd35azWfxbv451ONquNK0oP7YBB6cH3r6M8Y/s8eCviDqWh3mteF9D1K48NQXNrpTz2asbCG4iEM8cXZVkjARgOCoxXP/AAG/Yv8Ah5+zF8LNQ8F+A9GuPDfh/VNRuNVuo7fULkzy3M5zJIZ2kMueFA+bhVUDAAFAH5b/ALRfiT4hfA/9mHVdSuPEGoWOqa78dYW0q/svEsksk2i33iKHyoR5d6pjhe3kZSnlLhTgle31/wDsIJq3hT9v342W+oXTLo+veGvDcugWA1e51BIzbC9W9Yb7i4jhw09uCBIrPwSpABH0T8S/2NPA3xj0WLTfFEPiLXNOhvrbUltbvxLqTwrcW8yzQSBfPA3JKiOp7FRVjXv2TPCPijWNDv8AUpPFV/c+G9RTVdONx4o1KRLe5QELJsM+1uCflcFTnkGgD4Z/4KzC1Pxt+PEhuIQ7/stawu3eA25NTJX9e1RftT6tbzfEj45yR3VnNJb+OvhBeRkTIqlxqFluYHOB8o/AV+gGq/s3eAdd1K4vL3wV4RvLy8UpcTz6NbSSTqWDFWZkLMCwBIJINNl/Zo+H9wGEngfwdIsm0yKdEtsSFfuFvk52449O1AHh3/BVDxDZ/Ff/AIJ1+PvDfhq+s9Wv/iUI/A+iPZTrMk+oX90lmqhlJHyM7Ox/hWNz2rg/2/v2avDNh+0b+yjNHHrQuNQ+K0kc8h17UGA/4pzWGJRfPwhJjUZXbwSOhIP1Rf8A7L3gHUbHS7OTwnoK6fosk81lYw2SQ2kEswAklEKAJ5hA+9jI3NjGTTdU/ZY+HGu3OnzX3gXwffT6TN9pspbjR4JXtJdjJ5kbFco+xmXcMHDEd6APG/2DNI1zwDf/ABK8MeLfBen+C/GEevySLqlrq9xeWPjm38iLy9Ut47mZ54gFMcMseSEkjIDEHjwH4Pfs9+Kk/wCCt/xK1j4peMIfG3jOw+EOk6zpMunaf/Zul6GzapqyQpBbb3WcwmPcktz5rh3YgjgD7m0v9mH4faJ40s/Eln4L8K2viLToJLa11SLSoUvbeKTG+NJgvmKjY5UMAc8g1z/wu/Yh+HvwZ+KPxC8Z+HtLurPxH8UBEuu3cl/Pcb0jEu2OBZHYQR7ppH2R4Xe2cUAfl7caE2pf8EvfhX8YLrwFpMPi3xld+GpNY1e5+GfhRrG5/tDUYIrl/LSAzAMsrcsoIyCccV9k/wDBV/wR4g8HfAi48QeCvC+k+JG8P2MejaVp81rc3Nn4Ua4JtZdX+x248vZaWsrzFjHIyrDtjVdxr1TTv+CXPwL034K+H/ACfD7RT4f8M/YjZtsK3pa0lSaFpLlSJXIkjVjlvmI5r0v4ofs9+F/jXPb/APCWWMmv2Frhl0y7ndtNkcHIaS2BEcpHbzAwHYCgD8if2aPE/wANfD/7HfxP+NXguz+GV/N+zrN4T0nQtY0XzbPVvG0GhLB5klxby5MMupRhraBtu6XavJUA1+g//BGbTo2/4Jz+A9bbVNP1e88b3Gq+L7+4spxNGt1qmp3V/LAzDjzIGuDA4AGGhYdq9bg/ZH8Ax/FpfHMnh3TbrxPbwwW1ndz26EWEcAYQrEiqFUxh2CMQWQMQpAJBm+Ev7KngL4E+OvFfiPwf4dsvD+qeN7hLvWjZl44LyZF2iTyd3lI56syKpY8kk0AeP/8ABT+6nsdF+CZkVW0eT4xeGBqWehj+0P5Skd/9I8g/UCsT/gqX8LLz4hab4NbS/D/wpcyXs+m634t8X6rBptz4Z0eVV+1pYyyQysstwF8kvGAyA5BDEOnvn7U3wAsP2n/gXrngrUp5rKPVBFNbXtuP32m3cEqXFrcx/wC1FPFE49duKoaH8CbH4m2vhDXvif4R8H6t498KQOsF+tol3HZTybRNNamVS0XmeWjYAyvTJxkgHzT8Qdb0z9kf9mq8+NHgvQPh3rkngHS4NG0+CBr17PTrVri3tRa6dK7BIYtrBneOMGVl+bOcj3T4V/sW6L4G+PXxF+I+p2ugT698RIbXT9QGm6fLZ295bwfda5haWSOa4Zi2ZwqtsKoSQoNdZ8QP2S/AHxVgvofEmgrrlrqhBu7W9vJ5re4wyuMxM+zhkVhgDBFTj9l7wR/aVze/2Ksl5eabNo8s8l1PI72kxJlhJL9GJJJHOT1oA+Nv2XfgP8Of2gviH+258LZF0210Pxt4qtxANJZYZxANEsYPtdo2CPMt7qN9siAqk0QzzkHqPgLr+n67/wAFedS0XSrjxJrU3w5+Cll4Z1vUNV0y4t5mu/7W3xmWSSJEleWJTLvi3Iw3EcV9FeI/2H/hV4u+Gmg+D9Q8E6HN4d8L24tdHto4jDJpcYULiCZCJYs4BJRwSeSSea4c/wDBJ/4LvffaP7P8cbvMSQr/AMLA1/y22fdBX7ZgqPQ8duhIoA9i134NaL4n1WS9vv7UmupEVWaLVbu3Q7RgfJHKqD8FGfeqcf7PXhuFldYdW3IQwzrd+Rke3nV2GlaTb6HYQ2tnFDb2tugiiijXasajooHYCrGW9VoA4HwT+zp4P+GN14in0TSFtpvGEyS6y0tzNcNqLqnlhpGldicLgcY4AFfl18WfjFoHx2/Zd+JEn9h+D9L1Cz+Mehx+ALaDSv7Hl1jwouvabZx3KyqN11FNMl7G7jOFwrDGM/rX8QPBFt8SfB2oaHfXF7b2WqQm3uGsrhreYxn7yrIvzLuGVJXBwTgg81538a/2EPhJ+0R8ONE8J+MPAug6ponhjyTokccJtZtDMRUxm0miKy25UomPLYfcXrigDP8AhZ8DJPC3xw1DWpvhj8J/DNhHYR29hq2iM02tFmbM0MubSJUhIVcbXPI5HSuc/aa/Yju/iJ8OPihceFPE11Y/ELx/oFzosmqX0UFws1q0ZSOw/eRP9ntQGYHyQp3SNK29+a2fh5/wTz8HfDTx3p2v2fir4xahJpTmSCw1f4j63qWm7iMZe3nuWSQD+6wK+1dX41/ZV8OfFKa8j8YXmveLNKvH3No2o3xXStvZHtoRHHMntMJM980Afm9+yna2f7Y37T/hO0+AvxI8YeHl+GvhPTvA/wATJNeGjXUttpVhdTvDoVvAtuRcyyTeas19ETB5Pyq7OxC/aPjb/gnT8O9B/ZRj+Fujac2lfDXSby81x/CqytcWGouWlu47WXzGLCzS4ZZBApCYjRPuAqe3+Nn/AAT/APhH+0BaaOviDwZpsN54biMOianpDPo+p6In921urVo5oV/2VYL7V0/wr/Z40n4TfCR/BdvrHizXNNljmhkutf1y41XUJFlG1gbiZmkOAcDJ4oA/LT4t6f45+I//AAb3/BXw/o9ivhnwpDpvg2LWNamuWg1SQf2lZop06OIN5bK7LJ58xAwmAhzuH6UfDjTfh3+xzceAPhH4d0saLD4jbUP7FhTMxnlgj+03Uk0rkySTSbjIzuWZyWJJNSR/sOfDmX9k/TfgneaPNqXw70vTINKhsbm7lM3kwFWiJmVlfejKGDggggEYrmfh/wD8Ex/hX8O/ir4f8bQx+M9c8TeE/POh3fiPxhquuLo7zxGGaSCO6uJEjd4ztLAdPpQB8u/tMfF/xL8Jv22/jh8TvCMljGttN8L/AIZR3t3afardJLvWrl9RTy9y7nS31G1IOQQ0g9DXvH7b/j/4mfsyfDbwtrWm+MPDd1/aXjnw74euYJfDKKZbW+1KC1lAYzt8+yQkHHUV6hq37Dfw58R/CGPwRq2jtq+htr0Hii9W6nZpdW1SK7S8F3dMpHnO08aswb5SAFxtAA0PGH7Gvwu8d2mlw6l4F8LsNF1K11ize20+O1e3u7aQSQyhogpyrgHBOD3BoA8e/wCC1Uf2T/gml8TJ7f5b6xTS7zTVT5WF9BqtnJaYI6YnWIcV9S2TNJa/vAqydHXqA3f9a8q/aR+B+qftF674Q8P3y2cfgHTdWt9f19C5+0avLZypPZWgTGBELlIppGJ5ECqB8xI9ZWAhW+c5Y5J7Z47enH60AfAv/BUP4w65+x34z+JXxi1DQ9YvtPf4ZnwH4Ck0qIXrHWryaaV0khU+Ym+WOxUMqsCIuSMc+ffsgfEb4X/Cj4l+ILHw/wCMNB1Dwla/s0eDtH0jUoLxZIL8Wlxr8LbB97O5uQQDnORnNfoSf2f/AA/efESHxVqSXGta1YszabJfymaLRtww32WL7kTEZBkA3kEjdjiqvg/9ljwF8PfHmv8AibQ/DOk6RrXiiyj07VZ7SAQreW6SzTLGUXCDMlxcOSFBZpmJJPNAHzb+x/4i8H+Ff+CVX7Mt14ol8RXV2vww8PrpunaBdXy6lq8v9k2ylIYLSRXmbGMFhtTIJZMk18q+HdN8VfEPVZ/2zzp3xHu7fwDr2r+CbH4U2vie6n1W00K3nks9TkWUTs8upNc2sVy0cM3lCG2KfvGAav1g+H3w40X4VeDtJ8P+HdPs9H0XQ7RLGws7aPbHawIAqRrzkKAAMewryn9mX/gnV8L/ANk3xV4g13wrpd9ca54k1e/1me/1e+l1Ce0kvbhrieO2MhIt4mlYsVjCljgsWIzQBxn/AATt+B2lavprfGe68baX8RvEHjKORdM1XRtavr7S9K0iQo8emwtPM3nrG6lzLLGku92BC4Aqn/wVv0S8+Ifwu+FfgfS7hLXWfGfxW8LR2khiExiSyv11O4l8skbgkFlIxGR9RXqfwq/YP+E/wO+OOvfEbwj4N0vw74u8UKRqt1YPLDBeMTlpTbq/kCVv4pFQMw6k12niP4PaT4q+J/h/xdeG4k1Twta3dtpiF/3Fu1z5Ylm2Y5kKR+WG7I8g6OaAPz88b/sXar8Rf+CtOk6T4g1zSfG1peeJNO+MHiCI6P5MOj22laHPoen20ylnRprq6vZpUXP+rsZG6jn1b/glX8HfB/h0ftCXsHhvQIJbf4xeKrFJ/sUSvb2Z+zhrdXxlYQM/ICFHpX1H8KPgRonwgbWrmwNxdax4mvf7R1nVLpw95qk4ARTIwAG2NFWONFAVEUADqTnfAz9mHw3+z/o/i6x0eS+vLfxt4k1HxTqa6hKJw11fOGmVRgYi4ACHPGeTmgD47+K/w5/4XOfi14q8L+G/Dfh/4I/DnwFrek6bDF4ftFfx1rH2Vy97FKY/MjtrMwrFE6MvmytK2SqqWxdJ8R+F/wBlz9ij4C+NPHnw78H+LPgb4i8G6FYeK55dAgvL7wrdz2sWzUptyk3FlI8nlzFsvG7I43Kzhfsn9qj9jvw/+1h8D7rwHqWt+L/COlz2zWUd14S1iXR7q2gZPLaFTH+7aNo8oUkR12sQADzXY+D/AINeH/BHws0jwVZ2NvL4b0PTrfSbWzukFwotoEWOJG35DYVF5I7UAXdH13R9E1K18N213pdveR23nW2nRzRJILZcKHSIEHyxwuQuBjFb1cz/AMKi8Mv8TofGjaHo0ni63sDpUestZxnUEtC2824mxvERf5toOM810q5Pp+FAC0UUUAFFFFABRQc9qb83+zQA6im/N/s0fN/s0AOopvzf7NHzf7NADqKb83+zR83+zQA6im/N/s0fN/s0AOopvzf7NHzf7NADqKb83+zR83+zQA6im/N/s0fN/s0AOopvzf7NHzf7NADqKb83+zR83+zQA6im/N/s0o3Z7UALRRRQAUU3d/nNG7/OaAHUU3d/nNG7/OaAHUU3d/nNG7/OaAHUU3d/nNG7/OaAHUU3d/nNG7/OaAHUU3d/nNG7/OaAHUU3d/nNG7/OaAHUU3d/nNG7/OaAHUU3d/nNG7/OaAHUU3d/nNG7/OaAHUU3d/nNKGyf/r0ALRRRQAUUUUAFFFFABRRRQAUUE4pu7/OaAPP/AI8ftHaL+z1Dpc2tWPi6+j1WVoYV0HwvqGvSKwUsS6WcUrRr2BYAE8V4lp//AAVW0Wb43ax4bu/hf8dLHwzYaZa3ll4nPw01+S21O4kaQS2iwiy82N4gqMWf5W8zjpzd/wCCrXxK/wCEd+A2jeAk0KXXLj4+67H8Lolj1b+yvsZ1GzvGa4Nx5M5TYlvIARC5DOpwcGvyL0D9lfwn8W9I8K+GrW502LQfG2qW/hvw/qjKNMttWu0lMcMEesDwGhMjvblN6XAdirfMQckA/c/wt+1B4T134VXfja/vLvwn4V093F1feK9OuPDv2UKVBeRL1ImjTLAB3AB7dK8e+FP/AAWL+AfxL+KvxC8MN8SvAejr4B1S30qPUr/xPp8Nr4ikltY7hnsv326VI/MEbMBjzAwHSvDf23v2mv8Ahtz/AIN+PHXxGfQY/Ds3iPTSkmnPefbFs3t9aS1dfOKoHG6FyDtXgjgV5WNB021/4KMQx/2XYJHH+12YFC20ZKxv8NjhOASFLDdg4HGfegD9GPi/+2H4H+Ef7LWtfGc6rH4l+H2haNLrsl/4fePUBe2qdXt2Vtknfo2OOteaxf8ABTFLiLSmX4HfHyJteUNpsc2iafFJffu/MxGrXwLkICxA5ABJr4n0HVrXRv8Ag0PlWZvJa++GMukW6kHLz3N9Ja28QHq0siIPUsK6b/goL8EPi9oH7Zf7H7WvxXjiibxXqdv4ctIvB9rJJoDp4euD5YZ5QLrzFjePMhjALBsgigD9Dvgl8a9Q+Mvh2/vrjwP428DSWs/kR2/iSzggubgbN3mIkM0oK5OOWByOlfJ+q/8ABff4dXOvfCD/AIRn4ffGbxV4d+MF3cW2na3beCNSiikSK1knEtrG0Ja9z5TApCcooZz8q16h+z9+0rq0P/BO66+KfxB8W6lptxFp2oajd6j4r8OxeG5vDxjMkfk3VuhkQeTKjKXXeHGCAQcH8b/FP/BN/wAX+HvH3wAh1TSfh1ea9o/jD/hEPEEmga14Xt7D+2ZtFnu0tRENDVbdnRoZFS4W4H72MACRhKAD93/2W/2vPCf7XvhXW9Y8K/25bw+Hdbn8O6ja61pE+k3llfQqjSQvBOqurASIen8VeB/HD/guL8GPg18e/h74JXVptWj8Y6xf6TqmoLY3sMfh37LazS+YVNuTcb5YhFiM/KW3E4HPl3/BOrwrefBD9mj9ozwV4u8Tafo8Pg7xAdRuLH4bNaXHifw9by6fBOfPXStPtlku5mR2RktizrhQSU4+Af2ofiV4w/aY/a30WHwv4o+NXw5g+CesrOJ/iL4n1mDxddrfaVvY2sVtpt1b6aZbeU/NLmbbIpCoCVAB+3X7Mf7efw0/bC8W+LNL+HPiBvFUXgtrWHUdStbOUab51xCJlgiuSvlyTIhUyRg74ywDAGvJfjh/wWq+BvwY/aL8E/D2Tx14N1KXxPe6vaaxqkXiK0js/Bv9nQ75ftzEnY7S/uQnDBgc4ANeN/8ABAPR/BviH4aeNtT8D2vjrwjovw58X6j4Pbw3c+NLvW9EupvKs7yW9jS6treTzGa5+9LGrklyRyAPkD4qW8M+qWqwi3MEL/tRI0aEcK0/yjA7EKcZxwPpQB+zvwP/AGtfhn+0umoj4deP/CPjltJWJ7waJqkV4bUS7vLL+WTtD7G2k8EKSM14rZ/8FSl8Qan8RE8O/Bn4s+KNJ+GHiG+8Na5rVo2i2ljDdWaRyTkG61CF/LWORH3soXBPPBrxH/gjpDbwftC+Lo1ZGW4+CXwsYLGo76derkAe+CcdOK8y8N+BvFvxi/YB/bc8YeDviTfeD/DOr+PfiRqckdpo1jfQ+JbWKwitSPNuEYxJutJ498eCcsc5ANAH3Z8Df20fEXxw8Q6LGvwR+J3hvw3rcH2uPxNql5okuliExGSJ1NpfzySLL8oRkQqd4Occ1yGuf8Fcvhj8P/ih8XtD8Xana6DpPwn1HQdKOrW8v9qf29catbebCkFvbK8qssn7oqQSW54FeS/8EWdX+IVj8Pfh34X8TeLPiNr3hWx+DvhbWNGS98KaZa+G5oruyh2xWmoW0YmkmtQhiMU5DMrLJ8+dw+VfhN+yZ4u+I/7W/wC2Rc6X8GPBvww1jSbTwxFpukeE9H0vWvFGj3c0aTRXmnXNzJbWNvI0SyTuSSyTGN1YtH8wB91fCP8A4LPeAfGGs+ILPxp4X+JHwxWz8XJ4Z0K617wbrEdr4ggnkt4bK/EzWiR2y3E9wIljmYMrAZPzCsH41f8ABe74N/Bj9quP4T3Ut1LqVh4zi8I67qMxMNjpbPp0l480bKj+f5UiRwSRjayyTJ2rx39nLwpoP7SHxd+Gei+B/hP8d/Buh/s/69J4C8Vz+K77SNa0e+SySPUGtNSgk1KZpZku5LW5ivYYmaOUqUO1QF+av22dL1/xT/wUH0//AIQPTPFWk6T4J+P17Z6je3nxOGj2d3qtzoU2qTTRIlkRYqLZipuC0rFVMbA7gwAP07+K/wDwVY+HPg3UvCtj4Zn/AOE4v/E3ivwr4ckgsnNuNPh8QSTJZXrNIgDxkW8rbR8x2EccZj/aq/4KsfD/APZg+IWh+HLm4/te+PiCDSfE6Qx3CSeGLSSFm+3uBCyyxpIYUYK3/LUckjFflz4H+I+ofG/xZ4L+LZ0nxlb+H/HnxF+Cd5YXviC7fVJ7podQ12OdTfeWiXDozxAlQNoZBjivZP8Agt94i1D9mj46ePNX8WTaH44034/eGLHwRof2q9urN/hfpsF9HPfXs9ranzJbMMWufty4kWeGKNh5YBIB9ct/wWt+D+i/tc+Ivh14k8YeB/CHh7QfCmj+IB4i8Qa9FpTXlzqIkmjso7a4CNvW1WGVgWDqZkUpzmut/bl/4KY6X+x5q3wmtbTS9B8QQ/Fy4vYtP1TU/FVt4f0ayjtrP7X5st5OrJiRCAgA+Y9OcA/nVofwFuPg7/wVh8G/s42fjLxB8SNJ8eeO/Df7Qh8U69qVrcX15Hpun38d3HM6BGkeW5g054lVAPKLAfKCa+j/APgtp4n1DwJ44+Hvjq601rMfDW6nl8Gz6P400621rxHqN7brby2VtpN3pV8l3KV/doMcby3ygZoAq+DP+DizTfFdlbXcvgXwRHb3HjuDwCtvY/FPTr/U7i4kv4bI3dvaJCHntQ0pcSKQGSNm4GCfdP8Agp//AMFX/D//AATa0EyalaeHtU1C40HUNVtba78R2+nyvPbvAsFv5DZmcXHmShZIlfa0DBlwcj8g/wBke58TNfN4F+KWl6/4ft9W+LmteJ9NbxL400LQdDv9f0zVbeV9LkvIdGkc3qTQlmiEsEMgyYkUfKfq7/g428MeKPiRpfwxvPGHhfwrefDnU3tYJdT1HxNfnw/4VuGJmvb66+y6eSB5OLWC6klcA3BZLYNlgAe+6F/wcQ/CfU/HHw9s9QuvCeg6H401PxDFe6td+LLaeLQdO0wKILycQI6xvdu8eyF2Uqjbi3UD239o3/grL8JPgV8C/BPxAs/FnhPxDoPj3XNK0vSpP7bhsvtNrd6gllLfp5nLwW+5pHIGAsbZIHNfjn471HTvgh+xl4d/aS+GKyRab+074e8U/BT/AIQa68WQatZ+CZNXubmeyksp5EikSIXEYmmjky0QuVHAAFffX/Bbn4AeLLT9mr4J+GPC6/DbTfB/h7xj4M0G91vWdOe+17T5Rq9jbWptImTyHgDYeVZXG9VZcENQB6BN/wAFv9G1TxH4ztdF0f4ZrY+DvE2oeHDceIPi1pGhzah9kcL9qihlVm8iTcrI2fmU59M+xfD3/gofZ+PP2EvCfx3t/A/jDUtL8UW1vcroehRQ6lqECSzNDvDF4o3jBUMZNwG1gQK/Hfw34Z8dfH/Vr3Tfh4vxi8fXGgfG29+MV5d+HtG8IwacmgLrWp2dve2jagqzy3c39nyyR27brQDYCu3Ffe3xw+NfgvxT/wAEy/hr4i8YfHnxho3hv4nW4vrHSPEHgbw5r2teM47lVmt9K/sqCxNtJJE23b5EWMnLuw+YAHReEf8Agu7pviX9rDXvh+fg78VIdI0vwtZa9Fc/2dbnURJPcTxMssH2jy1i2xKUcSMzHflQFyfsz9n74zx/H34Xaf4ph0DxH4bh1IuY7DXbZLe+jVXKhmRHddrY3KQxBUg1/Nn4Dh8LeCNc1j4yeKLHR7Wz8X3er+DdM8N2Hw58KvqXhueyu/J0uLV9NntPs9jJeXBuIjdAKoEARmPb+gj/AIJv/CXxh8F/2S/COkeNtZtdQ1ptOtp206xsdOtdO8O5gj32Fp9gghheGOQPh9pzuOGIxQB71RTd3+c0bv8AOaAHUU3d/nNG7/OaAHUU3d/nNG7/ADmgB1FN3f5zRu/zmgB1FN3f5zRu/wA5oAdRTd3+c0bv85oAdRTd3+c0bv8AOaAHUU3d/nNG7/OaAHUU3d/nNG7/ADmgB1FN3f5zRu/zmgB1FN3f5zRu/wA5oAdRTd3+c0bv85oAdRTd3+c0bs//AK6AHUU3Lf7NFADsUYr5B8Pft3/tAeNNITUND/ZVOtadJ/q7uz+K2gzW8n+66MwIq437YX7T2Pk/Y9uj/vfFHRl/9loA+ssUEAV8mRftd/tTysc/sgW8Y7b/AIs6Xz+UJp6ftb/tSPKqt+yHAsbEBmPxX0v5R3OPJ7UAfWGBRivl24/ap/aUhtg0f7KkM02eYx8T9MHHqCYqgP7WH7Thj3f8Mkxk9x/wtLSv/jVAH1TgUYr5Nm/a4/amB/c/sgW7c9X+LGlrx+EJps37W/7VgI8v9kDT39c/FzTRj/yWNAH1pgGjFfJUX7Wn7VzY3fsg6WnPP/F3tOP/ALa1bg/ap/amkVTJ+yfo0P8Av/Fqx4/K0NAH1Tx7UuK+TLn9rD9qiA/8mk6HIrHCkfF6wG76ZtBQf2sv2qQyqP2RdK3N0z8XNPH/ALa0AfWeAaMV8mt+1Z+1bsyv7Jfh/PYP8X7Jc/lZGo/+Gr/2s15/4ZH8NBf73/C47P8A+QaAPrXgelLgV8kj9qn9rZwzf8Ml+D04yu/4zW3P5acaWP8Aam/a2kHzfsm+Dk+vxltz/wC42gD6049qXFfFtt+3d+05cfFW68Er+yx4VXxDZ6RDrjIfi1D5JtZZpYVO/wDs/wC9vibjHTBrof8Ahp79rX/o1Twd/wCHgg/+V9AH1jik49q+Un/aa/a0SNWH7K/gty38I+L8II+v/Eux+VRxftN/tcSRbm/ZT8Bxtk8P8Z4xn06aUaAPrLFJke1fJaftNftftx/wyp8O1Y9z8aVIH/lJp0v7SP7XiRbv+GYfhp5mf9WPjF831z/ZQFAH1nmivk6b9of9r7YGi/Zo+Ge4/wALfFs8fj/ZlRR/tFftjOTu/Zl+Fq+mfi83P5aWaAPrbNFfI0n7Q37YzXChf2afhdGjcFm+LjYH5aZ/IVFJ+0L+2ghO39mv4QvjoT8YZRn8P7IoA+vs0ZxXyAf2gv21PLVl/Zr+Dm49Qfi9Nx+P9k0kX7QP7a8sqq37N3wYjU/xN8XZyB+WlZoA+wN1Ga+QZ/jj+2pJH+7/AGefgjv6Dd8Wrvj3wNJ/rUEfxf8A24JpdzfAf4CRr3z8U78kflpdAH2KaMV8gt8Wf22vL4+CHwD3en/C0NR4/wDKZUDfFv8AbeY/N8DvgCo/2vifqHP/AJTKAPef2if2ZtF/aO1T4e3WsXGoW7/DbxbaeM9NFpIiCe8tobiGNJdysTHtuZMhcHOOa4nxX/wTJ+C9/pNw3hrwD4P8AeJM+dp3iTw94fsItV0O5Dl1urV5IXRJlYsysUOCSeprho/i3+2rMhz8C/2f4H/hD/E6/YH340rpUU/xL/bid/3fwb/ZxRPT/hZmq/00ofyoA7Dw7/wSs+DVl+zB4L+Eev8AhWHxz4Q8DxymxTxHI15NNNM7STTSldiM7yOzE7QMngCqif8ABHD9mNLz7QvwW8HLcfaDd+ascofziuwy53537Pl3ddvGccVztv8AET9uCaL998Jf2bY/nPA+IOqyfLgY5/s0d8/lT2+IH7bcanZ8Kf2bvx8far/8raAOqn/4JVfBG2+H+ieFNH8F2/hfwrofiax8WJpGi3MlrZXl9Zlmt/PjBxJEjkP5fA3ordQDVXxR/wAEjfgd478RabrGt6H4q1bVdHu5L7Tru68aazJNp08gIeSA/av3TFSVJTHy8dOK5uH4i/twsuZPhR+zgp7Y8fao2f8Aynikbx5+3DJJlfhf+zSi/wC3441Yt+lhigD1WT9gf4b3vwV8T/DnUtJ1LXvBXi5431TTtZ1y/wBT+07CrAGSeZ3VdyK21WAJHINYPiT/AIJo/DzxJ488beIodR+I3h29+I19/aPiODQfG2q6XaapcfZ4rbzGghnWMMYYo0O0DIXnNcevjD9t14hj4c/syRydxJ4z1jaPxGnn+VRP4j/bpJzH4P8A2U0z/C3ivxAce2Rp+Py4oA9t+CH7H/w2/ZuSyHgjwdofh6bTdAs/DMF3awYvP7OtN3kW7zHLyKhdyNxJyzZzmuDuf+CZfwz1b46fED4hagfGd1r3xIvbS/1XyvFmoWNvG9raR2cSxR2skK7RFEoIfeT2IHFcSviP9vDcv/FH/sn7ScEr4p184/OyFWBrf7cm75vCv7K+O+PEOuf/ACLQB6N+z3/wT6+HP7N/gn4heGdFs9U1Tw/8T9cuPEGu2Wt6g+orc3E9tb20y75MuyMltGSHZySW5xgVgj/gkF+zAYlT/hQvwtKL5mM6DCf9Z/rO38f8X97vmuXOt/tyO+0+Gf2WY49pIb+29cchuwwbcdfXNC6n+3NJGp/sH9lWF8DOdY10jP4W9AHpPwz/AOCcPwN+CHiuPXvBXwr8E+FdehgNtFqOlactpcwxlPLKrImGUBCQMH5e2K5HRP8AgkL8BNH+Eeh+B28E3E3hnQNH/sKCxbxBqKwzWhaR3WZI5kSVpGmlZ2dSzmQ5JGAMCG7/AG604fR/2S/mP3k1LX+Pw8gZqZL39uVI9osf2UvZjd+IB+nl5/WgD0H4O/8ABN/4Pfs+eINH1TwX4VuNBu/DyCPTkXXdSmtbNBH5YRbeS4MW0J8oG3AAGMYrOsP+Canw7s9R8eX0lz46udS+JWvW/iDW77/hL9Qt7x5beJ4YIIp4ZUkjtoo5HRYQ20A47AjjS37dk8n+q/ZJjU+sviFmH/jopbiD9udkXb/wyajfxF28QyKfoO350AdD4B/4JO/Bv4X6pc3mg6d430qbUNWGvX3keP8AXWj1C/8AkzcTq12RK58tAS+dyqAcjiuu+J/7Afwq+L/iGy1LXvCGk3FxbeIW8U3KRQiOLV799Pm02SS8XBFwGtJ3iKyZGNvpXlS2H7d2M/bv2R1x2Fn4g/n5lIIP26nlH/Ew/ZJVT1AtvEDH/wBDFAHqvxQ/YH+Gvxe1P4bSato9xDpvwmvotS8NaJp17NY6PaXEJU28j2sLLFIYWQNHuHynpW6P2SPAcPxD8aeMIPDthb+MPiFp8ela9rS+Y15dWiIUSFHZj5SKGJCx7V3fMQW5rxAWP7dTS/8AH7+yWsfZzZa+x/LzB/OrKaZ+28sLFtU/ZXWXbxt0jXipP188cUAXNP8A+CNH7Pem/CaTwr/wgouJptSj12XxHcalcyeJ5dTj4jvTqpc3QmXJCsJMKCQAASK9g0n9lP4e6X8ah8SF8H6HN8QFsI9KXxJPbifVFtkAAjE75ZQQMMVILfxE14TJof7dmP3eufslpnr/AMSPX2/9uBULaH+3oVwPFH7KAb/sW9fx+f2qgD2Lwd+w58NfC3wv8V+DLrwzY+JfC/jbxBqHiXWtP8QKuqQ3t5fSma4dllUrguchccdqq/Er9gr4b/GLxn4b1TxPotxrGneE7e3t9L8NTahMPDdqYG3Qyf2arC2eSPaoVnQ7Qq4AwK8oXw5+3g0QJ8XfspeZ/dHhrXtv5/a804+GP27JYxu8ZfsqRt3x4X10gf8Ak6KAOzvv+CU/wD1r4neNPFmqfDXw7rWqeOrV7LUY9Si+02sMMkaxzJbQN+7tvNC7pGiVWdiWLZqz4j/4Jg/Bbxl8JvAngXXPCLa94V+GuT4f0/U9WvrqO1J5DPumzMynBQy7thUFcECuFTwd+3NIP+Shfsvqcfw+Dtbb/wBv6QeC/wBulIWVfiB+y/z0Y+DNcyPw+30AdXrf/BI79nXxLqen3OpfCfwpqiaP4YtvB+n297E89vp+mWxlaGCKNmITaZpDvHzndkkkA17T8Kfgj4U+C3w48M+E/DWh2Ol6D4Ns47HRrRFMi6dCibFWNnJYYXjOckV8y/8ACEft3gfL8Rf2WQfVvAmuMf8A04inp8Pv26pm3H4pfsvwtj5lT4e6ywJ/HVM0AemfBn/gmr8DfgT4T8c6H4f+Gnhf+zfiVe3GoeJ49QtRqDa5JPIZXWdp9xeIMcrGfkXqADzXZ/s1fsq/D/8AY/8Ah/N4V+G/hmx8J+HZb2XUDYWju0KzSY3FQ7NtXgAKuFUAAAAV89j4Wft1OG/4vB+zXJ6f8W61Qbf/ACpGox8J/wBuxT83xl/ZtU+g+G+p/wDyyoA+y+Pajj2r44X4T/t0Mv8AyWf9nD8Phtqf/wAs6F+E/wC3OjZb41fs5hew/wCFaalx/wCVMUAfY+V9qOB6V8e/8Kh/bkk/5rh+zwv+78MdRP8A7lKiPwN/beuWVm/aE+Bduo4IT4UXZ49fm1SgD7H49qMr7V8ej9n/APbWZfm/aQ+Cyr7fCK4P/uVpYvgB+2p5hDftI/Bvyx02fCOdf56oRQB9gZX/AGaXj2r4+X9nz9tFS3/GSHwZ56f8Whm/+WtH/DP/AO2a7L/xk18I1HQgfCCT+uqUAfYPHtRlfavkKb9nX9sieJl/4ai+FcLeqfBh5MfidWx+lQf8Mw/tltz/AMNY/DgfT4KLj/060AfYuBSce1fINn+zB+2Chbzv2rvh/J7D4LRjH/lUqWL9l/8Aa4SVT/w1V4IWPcNyp8G4Vz6/8xE80AfXPGe1HB9K+Trn9lz9q6Usy/tXeF427bfg7anH56gf51Vk/ZY/a2DE/wDDXXhpV/uj4M2nH4/b6APrvj2o49q+SIP2Vv2sI92/9rfw8/svwds1x+d8aH/ZS/aoncZ/a202Id/L+EGnrn3+a6NAH1uCp9KXAr5LP7J37UR/5u8tf/DT6X/8fpw/ZN/aeZAp/a5gJzyV+FGl8/8AkY0AfWWKTj2r5Ii/ZF/acWRvM/a8uWHYL8KNIXH/AI8aki/ZK/aciuFP/DXVz5eMGM/CvSDk+uQ/FAH1nx7UcH0r5Sf9kn9pZ25/a4mVvUfC7R/6saVf2RP2lJOv7W94fcfDDRf8aAPqzj2pcV82/C79lj4+eFPiNpOpeJf2nLrxZ4fsrjzb3Rf+Fe6Tp41GPaw8szx/PHyQcrz8vvX0iq7Fx6UALijFFBOBQAUUm72NFAHknjv9irwD4w1yXW7XTr7wr4jkbzDq/hjUrjRLt3/vSG2ZEn+k6yKe4I4qhF4D+Mnw2uQ+h+MdB+IViuS1n4tsBpl8QOirfWKeX0/v2jHPO7tXtdN8sUAeKWn7X7eFpGi+IXgPxt8PfKYCS/uLRdU0dsn7wvLJpRGn+1OkOO4Feo+BfiT4d+KGgR6p4Z1zSPEWlyHC3em3cd3AT6b4yRn2zmtkQKoGOMHIxXmXxC/Y/wDh38QvE39vXHhe10/xKf8AmOaPLJpOqkg5Gbm2aORh/suxU9wRxQB6d5qn88UoO6vHrr4TfEvwFa/8Ub8QE1mOFMLp3jSyF4knOcC7tvKmQ4+Xc6zeuG5zTP7UXiL4diRviN8NPFHh+0iOG1Tw+D4m05v9rbbJ9rUE5+9bgAdSKAPbqMVx3wt+P/gv43aZJeeEfFGh+JIYW2S/YLtJnt3HVZEB3RsPRgCK69XBXNADsUYo3UUAeJftt/FvxH8JdH+G58N3rWM3if4gaN4evXW2inZ7S5d1lVRJ8qsQBhuoNeeaj+2fH4o+J3h/4beHdb8bX3xE1q9e21XSo9I0+C/8H2axhpNSvUmUotuN0RRl3iZp41Td82O6/bv+G/iT4ieHPhy/hfSZtYvvDnxC0bXLiJGiHk28DuZJSJJIwyoGDFQ4J7VwWt/sR6TqnjvTfiEui/EKH4sabqUOqS+L7a+02HUtUjiOG0uQLOIjp8kZaMWxXYuQ/wB8byAU/wBvL9p3Vv2XbD4e+Go9a8ZfbLiaLUNX8Q2Wgm8uNRt7V0WOwTy7c2iXWoXTwW+G8tVjklcYIGeRs/25PidJo9o2oJaaDrDfGLTfBN1pUfh6e+s7DT59QtYZof7QXbA8yJOyCUY+cD5c16v8ffg34x/aG8ZfDXxF/wAI/qmhy+F7a41OS0ufFvkQadfSR+UEktrTi7mWN5BHIt1EkbHOSenjus/s9/FC18G6pND4D8b6hqEvxrsPHcVjBrukww3OnQ6hZTu5Et78r+XBJ+7ZycgZJJzQB96W4Kx881JiquiXcl9pVvNNbzWs0kau8MrI0kTEcqxQlSR0JUkehNWqAPA9Pmb/AIeg6xH/AAn4W2LdO41a8/xr3sD/ADivB7FFH/BTrVW/iPwvsgT7f2tdf417zmgAxQeKKbI22NvXtQApPNLivGtb/akutH/bQ0H4O/8ACK3txNrvhu78UpraXkK2sFrbTwW8qPGT5hk8y4jACgggk54Ir2WgAxRiiigAoxRRQAUdaKbKxVOKAHAYoxXyf8T/APgpHqXwvf8AaSabwC14v7OejWuuXYTX41/tuGe1mulWL/R/3bCOFs788kAGvpT4b+JLrxj4F0nVryzXT7jU7SK6a2E4n8jeits3hVDYzjIGDigDcoxRRQAYooooAKQnmlqrq/2j7JJ9lWN59hKB32KW7AnBwPfBoAtHikyM18ceCP8AgqHrHj39n/4J+P7f4ex29p8bPGK+ELS0l8QK0mkyNJdos8hW3xImbOTKrg4ZOeuPZf2ev2nr743fGz4ueEbjw3Ho8Pws1u30YXy6iJ/7Vaa1S53iPYpjCpLGCCx5JxwM0Aex4oxRRQAYoxRRQAYoxRTZPuGgB3UUHivj/wAe/wDBTXWvh5418d2lx4BsJtB+HfxB0fwLqmpf2+yskeowW8yagY/s5ASP7VCjJuySxO4AV9B6N8U9Q134/a74Rh0mEaT4e0yzvLjUzdne09w02LcQ7McJEHLb+jjjpkA70UUifdpaADFFFFABRiikY4FABu5pcV4T8bP2qNY+DP7WPwo8B3mh6f8A8I18UzqFnb6816yPa6jbQCeO0MXl7SZ08zYd4J8lx6V1Xws+LevfED4rePtJm0/TLfw/4P1C3061voZ3luL2Z7eKeVHQoqp5YlRflZucjsaAPTMUUUUAGKMUUUAGOKMUUUAIGB//AFUvUV4Rqn7T+veHv279H+EmoaPo8Wi+JvClz4j0fV1upPtFzNbTxxT2hjKbAUWRJd27lSRjI5838H/t6+Pta/aM+DPhS68O+DRoHxiu/FLWd9bXVyZ7Wy0d18uXaygM1xG6sBwFz3zQB9f4oxTYd2z5utOoAMUYoooAKMUUjttWgBaO9eJePP2jfEHgf9s/4e/D2403TW8L/EDRtWure/IcXaX9l5Li3HzbCHheR8kA/ujXzV4x/wCCpfxO0Ia5c2WjfD240+w0nw7rdk7JeFry21nxLc6NAf8AWDBEUCT9OTJt4xmgD9AqKjtmYod5ywJBwMVJQAYoxRRQAYooooAD0pBiuE/aZ8Z+Jvh58AvGmv8Ag200/UPE+haHe6jplpfq7W93cQwPJHE4RlbDsoXhhjdn2r5N+NP/AAU38eaJ8OvhR4k8G6f4LvdP8baF4c1LVX1G1uZhaz6vfQ2iJH5cybVUmc4bJzFjPNAH3dmjFfHP/BI79v8A8cft7+DvEWreNNK8K6PJpdro1zaw6JHcKp+36cl46yGaR920ttBAXgc19jL0oAKMUUUAGM0UUUAFFFFABQRkUUUAJsFFLRQAUjNgUtYfxH8aad8OvA2sa9q0nlabotpLe3LAZOyNC5AHcnGABySQKANky4P3TT81+S8Pxn+I2ofskeMPCdtqmk6uuveC9X8e+KJr972LVdD1e+8QIlrpbyec4hVEW7idFRCn2cFFwa+1fjv8fPEmofsn/FDXJvDfjrwL4s8B2d+iw2TRyiWeO1MsN3azttiubQ7lO5gpBV1dFKkUAfSLPjsaaIld9+0Bl4+lfmRq/wATfGFr8SNC/wBI+I2k2+teJfB9n5GuzatdPeLPaXT3W2S1meIJK+xjGG3HCghAAB9ufsB2Oqab+xl8N4da/tT+1l0SFrsal5/2sSHJIk88mXdz/HzQBv8AxR/Zd8B/F/Uo9R1vwzps2tQcQaxbq1nqtt/1zvICk6f8BcZrlr34G/Ej4fQlvA/xQnvLeJTjS/G1idZhYdlS6ieG7T03yPP/ALpPX2mjFAHiln+0J4z8BGGPx58Mdet48N5mpeErn/hJLFduBzEqR3q7uuBbuByC3Qntfhp+0X4I+MUkkXhnxPoutXVuAbi0t7pTd2mSRiaA4lhOQQRIikGu12j0H5VxXxR/Z58G/Gjym8TeHdL1S4tzmC7eLy7y194rhCssR4HKOpoA7JgJB8w/MULbx/3F/LpXi2q/s7+NPhzBG/w8+Jer20ELgpo3iyI+IrFx/wA8xcSML2MHpkzyBeyHpT7f9oDxt8OyYvHXwz1doeD/AGv4OnOvWJHPLQbIryM+oWCRRjhjQB7QIwAf9rrQYEI+6tcP8Mf2jvA/xiv5rPw74o0XU9QtyRNp63Hl39uQASJLZ8SxkAjIZRiu3EqjjPfHFADwNtFIrhxkUtAHhdrH/wAbJ9Wfj/kmlkP/ACq3Ve6V4lp8O3/gozrUzfdb4b2CD3P9p3p/wr22gApHfYhY9F5NLRQB8reNNetbf/gst4DjkmWMt8JdbtlJyEM0mraZJHFu6eYyQysEzuKxsQCFJH1TSbFz90flS0AFFFFABRRRQAU2ZtqU6igD8wf2q7l7uL/gpK1vb315/wAJF8PtLttIWC0lkOqXC6NqERit8LiZxIUUhN2Cwziv0W+COrW+ufB7wvdWrboZNKtdvGCv7pcgg8gg8EHkEV1FFABRRRQAUUUUAFVtT1OHSbeS4uGWOGFC7sf4VHU/hVmkZFY8qD9RQB+VfwUW4039gf8AY40u70rXLfUvDPxfh1DVbX+xbuN9Kt0udVZppUMe6KMLNF87AD96vNfUP7Btzcf8NoftWNJZ6pb2uqeMNMurGe5spoIbyJdJt4neJ3ULIokjZSVJ5FfWh5ooAKKKKACiiigApH+7S0daAPgnw38DpP2ktb/bq8GXFlq1ivxA1+2fQLm+06a1huWi8P6dAlxA8iBZFjvYGG5CcNGfrXuv/BOXWvFHxP8A2foPiB458N3vhHxd47uF1C+0q9jMd3ZCGGO0RJAQGyRAXGe0gr6Boxg0AA4ooooAKKKKACiiigD5n/4Kr/CzXvHn7Lx8R+C9Jl134gfCXWrD4geGdPhB87ULrT5hI9om0E5uIDPBjv52DxXpf7Ivgu+8G/AfRxrFuLXXtaabXtXj6tHeXsrXUsZPUmNpfKBPaMfSvTcc0AbaACiiigAooooAKKKKAPkv/gqT4E8Y6dYfDD4mfDfwvqHi7xp8PPEc0C6ZYRkzz2GqWU+nXLfLztiea3nY9ltyeoFch8Rfh3qHgD9v39jzTdJ8M+LtR8O/DPw94j0rWNWs9EuJ9P09rjTLCC2M08aGNTI0MnOeoOfWvuPGaTaPQUAJFJ5sasM/MM8inUAYooAKKKKACiiigD5X/wCCsHgDx9r3wi8F+KPhXodx4i8feAfFlvqVjY27BJLi3uLe40+6G7+FFivDIT/0yFfN/wC2b+z74w0/4w+LtG8OeAfG2uaSvgv4c6Bpd9Y6Q89tcTaT4pkvrtQ68AJbEOScDLMOua/TgqG7UgUDsPyoAis5fNRm2su5jweoqagDFFABRRRQAUUUUAR3FvHcRssiK6sCrBhkEHg1+WukfsY/FrwH+yxrvhy88F61ql14c+LOi2HhuCxkhkuLjwnpWrPfQXR3OoUFJ512g5O1flyTj9TutN2L/dX8qAPgD/ghH+zp48/Zt+HXibTfHXhHXfC9zc6f4dgg/tFUHnyWuli3nC7Wb7rrjJ6iv0BHSkCAHoPypaACiiigAooooAKKKKACiiigAooooAakgccHNZPjewuNS8NXUNra2N5cyJiKK9Ba2ZuxkABJUHBIAya84PwD+IBk3f8AC7PGKt03LoWigD8DaGnf8KD8fMMN8dPHat6rouggfkbEmgDwnxd/wS+8SR6H8UJvDnxA03+3PjhOt/45g1nQXl0u8uY1VI2shbTw3FnsREQBpZgwTc2XZmb2DxB8D/iF8e/g1feFfiZ4o07SW1SV4NQbwNbvax6jp7oySWrveGZ4/MDfM0W1wBhXHWtSP4A+PonO747fECQen9i6AMf+SFM/4Z/+ISt/yXjx03+9oeg8/lYigDj/ABx+xLP4z8OeDdJt7630rT/BniCz1m1jF7qNy08dqrJHHI/2hTuIbk8jj3xXtnwp8M3fgfwNYaPdNY/8S8NDELRZvLWEE+WMzPI7MFwGZnOSCeM4riW+BfjqVMD4y+LVb+8dF0fJ98C2xUcfwA8fiT5vjZ4yZf7p0XR9v/pLQB7AW4pqOH6NuryE/s9ePJHJb44eNgvUBNF0UfzszTn+AvjpYiv/AAvD4hbiw+ZdI0AcenOnkUAevZprvsHNeQp8A/HFxCWj+PHxKBY5Xfo/h7C/h/ZoNSR/APx8ifN8cfHcn+9ouggH8rEUAetAh1+tNkC/xd68kb9n/wAdE5/4XX42x/2CdF/+Qqk/4Z+8a7Mf8Ls8crxj5NL0Zf8A2zoA6f4lfAjwV8ZYY18VeHdH8QeVkwSXlqkk1sT3ikxvjPujAiuHb9mPxB4BVm+HvxL8XaR5fzW+m+In/wCEl0k44CMLgi8Ve2IrpMCrlv8As++NI/lk+NvxEbuSthogx+dkae37PPjMPuj+OXxHj7ZGm6Ax/wDHtOIoAxtQ+PPxX+EVs3/CXfCqTxZYQ8vq3gK/ju32Z5dtPumiuBjrshe4b0zXTfBP9sj4b/tAavNpfhvxVZSa/a5+0aHfxS6ZrNtgZPmWVysdwgHqUx7mqK/s9eOGf5vjx8TCAc4/srw6P5abXK/FH9geb43aQtj4x+JnirxNbxHMB1Hw/wCG5ZLRufnhf+zd8b/7SEEdiKANa0nLf8FG9YXfCY4/hxYBl/jVm1S7Iz7EKfyNe3faYy2PMTPpmvgX4CfsI+Iv2f8A9ujWvDujfH34z3+lf8K/srmFtbv7LVri2B1K7UQRvcW7bYVwCqjkZIBxgD6eT9nTxg0n7z41/EWRfRbLR1/X7Gf5UAeuPcxoMtIq/jR56n+I/lXkS/s3+LvNbPxs+Jir/CFtNFGPx+w8/kKe37Pni6bhfjd8TY9o7WWh8/np9AHrjSBWxuwaRpQDjdz7jivIJf2ePGflMq/HX4lQluB/xLPDxz9D/Z1Sy/s9eLPI+f40/EvHGcWWiZP4Lp9AHrEs2F+Qhjmnq+VGT2ryFv2dPFV0isvxk+JEY9Ug0hSfr/oNKf2bfEwXH/C6viiDj/nno/8A8g0AeuLMrjIbilEq/wB5fzryFP2avFEQ/wCS1fFKT3Mejcfh9gpsn7M3iiVt3/C7/itGPRYNC2/rpxoA9g81WPDD8KN4x96vGJf2YPFj9Pjp8W15/hj0Ef8AuMpI/wBmPxQr5f45fFyUY24YaIuPfjTc0Aeym5QH72foKT7UiD5pFH414zF+y/4kMf8AyW/4xfN6vo6kf+U809f2VvESJ/yW74wFv+vnSD/7jqAPZROjKGDjB9Kd5q/3q8Z/4Zh8SyII1+NnxaVl5yZNHyfr/wAS6pI/2XvEmPn+NXxab6TaR/8AK+gD2Hzk/wCei/iaPOXGdwx6144v7LGvofl+NPxf9T/pWk//ACvol/ZV16RcH41fGJQf7t3pI/8AbCgD2IXCEffoNzGp+/Xj8H7KutRD5vjL8YJe3z32mj+ViKjf9l7WN7D/AIXF8YRxnP27T9o/H7DQB7L5y4++D+NIJ1I+9XkQ/Zh1INhvi58XHPZvtlgu0fX7IKgk/ZW1J7v5vjB8ZlGOVXU7DZ+P+iZoA9lEis33qEmVv4unWvHP+GV74S7f+FufGJmxnB1S0AP4/Zakb9lDUZR/yV74vx49NTssn6/6JQB6806o+C3XpQZ1BxuP5V47J+yRqBlX/i8HxkbHYaxZrn8rWnn9kq6mU5+LXxiz/wBhq3X+VvQB7CJFP8R/Kk8znrXjb/sg3EibT8V/jL9R4giU/pBUUf7I0kXzf8LU+M0g9/Ea8Y/7Y0Ae0mdR/GKT7TH/AM9BXjM37KTTsv8Axc/4yrggAr4gCg/+QeabN+x5Iv7z/havxoAx91fEgP6eTQB7R56Y/wBYv50G4Qf8tF/OvC7X9iZCd3/C2fjmwOTh/Fzj/wBpj8qsP+xbGg+X4ofGpv8AucJf/iKAPbBdxH/ltHx/tCgToyZWRD75rxS4/YugldSvxK+NSbeu3xpPz9eDRJ+xhC37sfEz407T1b/hM5wR+lAHtqyBz8rZ+lHmDPU/lXhv/DEEBb/kqHxu+n/CbXH+FH/DFtqsDQN8S/jcyufvf8JpdAjPowAI/OgD3AXCE/fFBuIwceYK8HX9hjTS2G+Jfx1l24zj4g342/Xaw/X0qw/7DGkgH/i43xy/D4gaj/8AHKAPcDOoH3qDOgGfMX868L/4Yh0WXbH/AMLC+N25sncPiJqofjBOR5uB+lWoP2GdIt7aSNfiF8bisnUt4/1Jm/AmTI/CgD2vzl/2v++T/hR5y7sbj+IrxQfsO6PHj/iv/jXx6+P9S/8AjtQp+whokMzNH48+NjFm3EN8SNXAz9BNigD3ISDft3fNRLIIxzn8q8Sj/Yb0Pduk8bfGqT1T/hZWsqP/AB24B/WmN+w54Xefb/wmHxsWTGSP+Fo+IMEcZx/pfuPzoA9w347n8qFkDDKtke1eHzfsWeGZoVMfjP4xbduQ3/CzdcHGM5ybk9hmq9v+wR4ZaPc3jD41ydgW+J+uscf+BNAHvAbcOp/Klz9fyrwiH9hbwfNK0f8AwlXxnkkUZbPxM15WA9x9rH8uatwfsH+D+jeIPjAeOp+KHiHJ/K9oA9raRU6tigyYOPm9vlNeKzfsEeCpsbvEHxg49Pij4jX+V7Uaf8E/PAiDH9ufGBl9D8VPEpB/8nqAPbi4HfFAOR3/ACrxeP8AYG8BpHt/tT4qSLzw/wATfEbZ/wDJ6mXn7FPw70i1LXGqfEaCBODJL8TPEKoPxN9igD2p32j+L8Fz/ShJQ7Yy2cZwVxXi1z+w/wDD2QvcSXnxGC7Rlz8RfEATaBnOftmMe9LF+wn8PVfzvP8AiKzL8uW+IOvtj1/5fKAPaWfaOtG/5N3zflXh6fsX/DG91SS2+3+OpLuFQ7wL8R9e8xARwSovcirb/sFfDi5hVW/4T5lzkf8AFwvEAP5/bc0Aeyg/X8qA/wDvf9814/bfsJ/Duzz5a+OFyAP+R9149PreU4/sL/Dth80fjV/Z/HWuN/O8oA9eaRVbBagNn/8AVXkI/YV+GoXabLxQw9G8Yaw387qq19+wr8K7OJ7ifTdeSNeXkfxbqyqvuT9q4+poA9n3c/xflRu/3vyrxEfsifCVdL+2LDrC2Sgn7Qvi/VfKAHBJcXWMDjknHNWNO/Yu+Fuq2H2i1tdfuraQZEkXjDVpEcf7LC6wfwoA9mJx3P5U4V4XL+xr8H7TV4bOa11L7dMN0dvP4w1NpZBg8hGuskcHt2NaTfsG/Cu4X5/Dt43P8Wu6gf8A2vQB7FR0ryFf2E/hWigDw3Ngeur33/x6nD9hb4WBtw8NzhvUaxfD/wBrUAetg89/ypJH2+v4DNeTyfsO/DGXroeoD/d17UF/lPVe4/YM+Ft3GFk0PVJFB3YbxFqZGf8AwIoA9gd9q/xfgKcpyK8q8M/sVfDTwf4kstX0/QLiHUNPk823lfV72UI3rteYqfoQRXqgwooAWijdRmgAooooAMUYoooATaD2FLiiigAxRtHpRRQAhwO1fM3/AAU9vpfGvwUh+Fmm+M2+H+sfFb7Tpi+IEkMcui2kMDTT3KMOjbvJiByObgc5xX0y3IrzY/s6wt+0YfiRJ4m8WzXi6K2hRaM9zD/ZEEDSJI7JH5XmiRmjQs3m/NsXIwAKAPPP+CVH7Usn7W37DfgvxJqkif8ACV6bFN4e8Swbtzwapp8z2dzuzz87xeYueSkqHvX0bivIPgR+yBov7PXxS+IHirRde8VXMvxK1b+3dX068uIG09b0xJEZoY0hRo2ZEQNhiGK7mBbmvX6ADGaMUUUAJtHoPypdvtRRQAbR6UbfaiigDwmwfH/BSzXI2/i+GWnMntjVb7P81/Kvdto9K8Hs0k/4eZ6wxXEZ+GFiEbP3iNVvNwx7fL+de8UAc/8AFPRNc8RfDrW9P8M6vD4f8QXljNBp2py232lLC4aNljmMWRv2MQ20kA7cV8j+FdL8cXn7YV14b8H+Otei8H6B8PrrRviJrs1691ZWviWURfYJrIXTOBdRL9qlmVDtUSQLLltor7K8SaR/b+h3Vj9ourP7ZC8BntZDHPCGUqWjf+FwCSG7HBr5r+Gv/BJz4a/DvwtfaDNrfxM8WeHdQ0fUdEl0jxJ4sutSsRb36NHeERseJJVd8yfe+dj1JyAcj8CPEviHwP8A8FMrfwPq/iTxNY6P/wAKwX7FZa7eLct4+v4byEXGs2wWWWOHyY2VHjDI7fag3lhUVj23/BTHVdU8H/DPwPrWla5rmk3C/Ebwrp8sVjfSW8V3b3Gr20E0MqqQHR0cgg5rqfC37CHhPw54+03xNcap4o1jXvD/AIXm8GaFdXN3HC3h/TJjEZY7UW8UQSR/JiBmYNLiNRuxkVp/Er9jzw/8V/hZ4X8H6xrnjKXSfCd1p99bSf2s0l5d3FjLHNbTXE8itJNIssSOWJ+YrznpQB63DzH06ZFPxUGmWrWGnwQNNNcNCgQyzY8yQgfebAAyevAFT0AGKMUUUARzOsQBO1VBySTjAr4H/ZqjT9nn4z+Am8aan8Q9c1L40aprGneGdcf4k3HiTQ4boR3N7sjslZIIFltbeQxMolCFNhKHr97X1qt5C0ciq6MCCGGVIPByPxrxP4d/sD+BfhnrXgq6sf7XurP4arcL4P0q7mjew8M+ejRSG3RUVi3ku8StK0hVHYKRk0AeH/s8/sn6P4d/a6tfD/hv4kfGPUYfgza2l34oGpfELWL+21zUr2OR4LWS2luGgWONFa5kQKM+dbpjaGB6n9uP4w+Mn/bV+Afwj8N6dPeaP40j1rxFrm3VTpccsemx2/kwyzqjyeQZrlWdI1LOUjU/Iz17n8L/ANmjw18HviJ4+8UaGl9HrHxM1SHWNbaa4aaN7iK2S2Qxq3Ea+XGg2jjisO//AGLvCt1o/hSOPUvFlvq3ge+u9Q0LXTqz3WrWD3Xm/aE8+4EhkhdZdvlSB49scY2/IuADB/4Jv/E3S/in+z/dTaZfeKLuTQPEmsaFqcOvXyX11pt/bXsiXFqsyqBJDE+VjYf8s9oOCCK+gNvtXCfs+fs9+Gf2aPAUfhvwrbXEGn/abi/nkuJmnuL66uJTNcXM0jcvLJIxZmPr0A4ru6ADFGKKKAGuMKcAZr5e0aC70H/grrqFiur63caVqfwqXUXsLnUJp7WK4/tgRb44nYpH8ny/KBkV9ROMrXmEv7K/h9/2ix8Uvt3iT/hLl0w6Kr/2nJ9kFkZln+z/AGcfIV8xd2cZznnmgD4S8EfFzxOf2N/g38cpNS1ZviN4u+M8Gn6qZbyRo1tbvXrnTJ9P8rd5fkJbgKqhQFZN4+avsH9vHwDN8Wvh94Z8M2uqSabNqfiux3RweKJvDd1fQxb2kjhu4D5wYAbyseWZUYYNX7D9g3wBpniO1vobfVBp9j4mk8ZWehNeOdIs9YcNuu0g7Nvd5QmTGsjlwgc7q2dR/ZI8J6jp8cW3Vo7uz8TSeL7C/e+e6u9M1GQt5kkD3HmCNCrunlAeWEdlCgUAcn+wH460PU/CXjDwXpml6xourfC/xJceHdcttS1+516aS5EcVwlwL25JmmSWGeKQFwpG7BUYxX0BiuF+B/wA8Pfs/wClapbeH4Ljzde1GfWNWvbqQzXmrXsxBkuJpD95iFVQAAqqqgAAAV3VABt9qMUUUANkGF6d6+Ev2/8A4Q+JrXQfEWmeF/F2v678YviH4rsdT8Fy2pNmfAmm21zaC5lmkV9o0+JElaUyf60ziPaxIFfdznj8a+dfiz/wS3+EPxv+LGueNvEen+LrrxB4mWGHVHt/GGrWlveQw/6qF4IbhYjEnJCbduWbj5jkA+fP+ClWmv8ACvQLzxxpnjTXYdHl+JGh6h4p8aQ6ukzfDi1ha3ia1gto3EhgkJRZImYhftTOVbpXtn/BWP4veMvhF+y1Zf8ACF/aI9a8YeNPD/hNpYLsWk0NrqGpwW05jnw3ks0TMglALRmQsuGCmuq8Wf8ABOv4X+NLnWor7R5v7D8T66nibXPD8Uoj0fXNTQR7bq5gx+8bMUTFc7GaNSykjNdR4y/ZI8E/EHT/ABhbazplxqEPju5trzVhLqV0wE9ts+zy24Mn+jSRtGjq0OwhlDdeaAPKv2LfEmj6H+1r8aPh+2l6nofi/wAN2eg6jqNomuT6pos9ncxXK2txa+aiNFKxhmWcMu53RWLOckfUu0elec/Bb9mTw38D/EviDXdO/tHUvE3i1oDret6pcm61DUxboyW6SSYA8uJWcIigKN7HGSSfRqADFJtHoKWigBNo9B+VfLn7fti2k/GH9m/Vre71O3ubj4oWenSrBfzx288L2GoHZJCH8txuVTyM5UV9SV538Zf2ZvC/x61LQbrxJFqtxN4X1GPV9JNrqtzZ/YryNXVJ1EMigsFkcc5GGoA8N/bw0f8As/8Aao/ZV1K3uNRjuL74jvZXCxancw28sA0TUpNr26yCGQ740OWQ4Kj0r0n/AIKHeEfiN48/Yl+Jek/CW8msfiFe6JLHoskMvkTPJkF44pMjy5ZIw6I+RtZwcjGR0Hxa/ZQ8H/G7XfC2qeJIdavL/wAFXYv9Dlh1y+tf7PuljeIXCiKVQ0vlyOpZ9xIdgeCad4+/ZQ8D/FGXxPJr+jzam3jLQR4Y1nztQudt7Yc/utgkCKcs2XUBznljQB8yfs2fFlrb/gq3D4D8KeHfFnhnwPN8F4Nb1HT9Ys5rUR6hFqpt4W2SH/XCNpo5JBnzCinc+zI+5E5WuB+Ev7OPhX4Mazfapo9ncTazqdvb2Vzql/dSXl9LbW4YQW/myEssMe9ysa4UGR2xuYk+gL0oATaD2FLiiigBrDC//Wr5L/bh/Z10H9q39orwb4duv+EN8Q654e8Parqsfh/VfEuoaVcCKWe0iS58uxYPJDuSSFmkyimX7rnAP1q/3a4L4nfs7eHPixra6nqUOoWuqrZSaab/AE7UJ7G6ktHYNJbPJC6lomIBK9iARgjNAH54/tQft56F+0b/AMElWbwDJqHwn0nXPhdqGuz+RIUm02K1S5hi0q0fZteSS4tpFZ124hjyCDIhH274b+Ks2i/8E+ofF3hrZqN/pfgAalp4IMgnuIdN8xFIPJ+dQCOpzXS+Jf2TPAPiz9nqT4T3Ogi3+HUmlrop0SwvLiwh+xqAvkhoJEcIQMEbvmGQcgnL/CH7LXgrwI/heTTdIkFx4N0mTQtHmur24upLSxcRhoMySN5i7Yo1/ebiAoAOM0AfCn7AvxDvvCGr/sd6t8RtGjvPGHxs8M6vf2uvafrNzJdPqE1nDf3H9oo2I7hJItxjAwLZo1RF28j9L4m3DPqP8815V8L/ANi74cfB7xRpOqaDoC2s/huG6ttChkuZZ7bQIrlg9wlnE7FLcSEDd5YHHyjC8V6wq7FwOlAAVB7Umweg/KlooAQqB/D+leNftS+CvC63vhnxt4z1K9Og+C5bsnQFgiurTxDcXcQt4YngZGaaYMdsKJyXlxg8Y9mI3V5f+0l+x38N/wBrrStJsfiN4TsPFlnoV8dS0+K7klVbW42bPNXy3X5scDPTJoA+IfiT8EPEXw4/4IUfHSx8XNIuuWdn4o8Q2GiwaqZpvBkVxJLdWmmebG337eCRVIB2ruKrlQDX6IaHdDT/AAbp6ov71rJPJjJ+Z2EQIUAnk8dPY1wNl+xD8LtP+At78MYPB+n2/gTUWme70aKadLe8MxzJ5pEm+QN3DMQemMV0sX7PvhKOXwnI2jQ3EngWeS40GW4kknm0x3heB2jd2LZMUjJyTwfXBoA/Pb4I+IJLv9jP9j74mW3mW3xF8ZfFe0j8QanuzqFwb+4v01O0mf70kYEfllCSEWCM4Hlrj9PLaPbFhucE84rzLwz+x98O/B3ja38Qab4chtb6w1C51Wyj+0TtaWN5cqVuLmG2LmGKaQE7nRAfmfuzE+nwrsjAoAXYPQflRsHoPypaKAE2D0H5V5t+1J4I8OeKvh7Y6h4s1yfw/wCHvB+r2niS8lWdYbe4W1feIbjcCHhY4yg5YhQOeK9Krj/jt8BfB/7Snw6uPCfjrw9pvijw3eTRTz6dfxmSCV4nDoSuRkqyhh7gGgD84rvwRquhfHHSdQvf+KX8C/Gb48+H9S/4Qlrgf8SnTo9LvPsklzbqdtudSvbSOdoDkfIit8zOo+l/2K9Qbw/+2r+1d4dtZIbPwvpfiPQbmytY8Ja2d5daLbvdJGPugu+x2UAfMxOOcn07wL/wT8+Dfwy8Dah4Z8PfD7QNH0PVb631S5traN1Ml3bMr204k3b1kiZQUZWBUjjFdAn7Kfw/bwtc6Hc+FNH1DTbzV49fnS+ia8kudRRlZbuWSZneSZSiYd2LAIo6ACgD41/4KEReDdG+Hnizxd4c1Ww1LwnpfxT0O9+KOoWesTXev6PeW81hCtrYRyAxwfMLPzIldf3cs5VWZ8H9DrYboF3ct3z1rznxP+yX8PfGPiObU9T8M2V5NdahHq1xA8s32O5vYwvl3MtsH8iSZdqkSOhYbE5yox6RCmxP1J9aAF2D0H5UbB6D8qWigBNg9B+VGweg/KlooATYPQflRsHoPypaKAE2D0H5UoUDtRRQAUUUUANw3979KMN/e/SnUUANw3979KMN/e/SnUUANw3979KMN/e/SnUUANO5R1H5V5b8TP2rtF+Fvxq8L/D+80jxJf8AibxpZX1/o8NhZCSK6jslia5/es6opTz4uGIyXGO9eqMcDmvif9tnXYB/wVX/AGZZG1nVNF0/Q/DfjQapfWkR8q0a5i0o2qSytE8a+b9nn2gkE+U2KAPpD4I/tO+Gvjvr/i3RdJk1K18ReA7+PTvEGj6jZNa3mlSyxiaHepJDJLCySI6FlZWBB6gejYb+9+lfGv8AwTq0PWPD37Vv7Q32TT9W1zwHrWp6Tq+n+O9bgdNS8Q3r2fl3Nn5hREuLa0EcSQyRIqRq5iG4qWr7MoAbhv736UYb+9+lOooAbhv736UYb+9+lOooAbhv736UYb+9+lOooA8Lt4nH/BSe/l3LtX4Z2qkfxZOqz8/Tg17lhv736V4YkpT/AIKWXES/8tvhlEzj126rJt/9Df8AOvdaAM3xX4msvBXhy+1jVLy3sNL0u3lvL25nIWO3hjQu8jNnhVVSSfQV5Xa/t2/Ds+Io9LvtYm0O4uvDc/jCzbVrCezhvtItwpuLyGVl2OkSujOAdyrLGSAGUn0z4hQabc+DNUTWLNdR0uS0mS8tXtzcLdQlGEkZjAYuGQsu3B3Zxjmvg34L/FHwP+1d+0vp/jDxD4D+IFlovhfwTrvh/wAN+GNU8A39lp3hzRnEIvpbrzoRHPcXkcFrClpErhIY9vzlnNAH1t8Of2w/BvxK+J2n+D7W61Kx8Qa1oX/CS6Vbajps1p/a2nh0RriBnG11VpI9yg7l8xCQAwNVvjj+2h4V/Z++Ien+G9c0/wAcX1/qGnSaoDoHhLUtdS2gRwm6Y2cMvlbm3bd4G4I2Ohx8x/sq/F/w7+0B+2bpPxCvPCPxO8N33hnwlqOheFPDt/4D1HR7HwvpCywtczTzTW8cUt5dNDaqlvAWWKJNq7juavZ/2uPibfeOfgJ4Jm8H6P4gT/hbniPQPD17cf2dNaajpmj3dwHunmjdVmt8WvnoQ4Vo2nJ4IoA9l+Cnxj0f4/8Aw30fxd4ckvpdC1yD7RZyXmnz2Ms0ZxtfyplSRQRyNyjIINdbhv736VT8P6Ra6Lo9nb2NvDaWltAkMEESCOO3iUALGigAKqgAAADgCr1ADcN/e/SjDf3v0p1FADcN/e/SvFPgj+3R4V/aD8d3mh+G9F+ITNp815BcajqHg7UtP0kG2neFyl/NEttMGZG2+S8hYc4A5r2e6l8raenOPrwa+DfhL4h8SW/xO+A8PgXSfGvh3VrvVtauviZ4S1DV72/03RbCS1vJvKd5lWCOUagbUW/koufMbBaLc9AH0N4D/wCCgPw78feOPAeh2Wo3nmfFD+0/+ETu5LB47bXG04n7WkbE5R0UM22QIWVHIziu8+JPx20X4Y+LNB0G8NxeeIPFAuG0nS7OLzbq+W3QPO6qSq7Y1Zckt1dR3FfGNj4h1r4t/twfs0/ELw74P8TWviK4stWsfGnhbXrY3Fr8NNPuLRZJJ45NqRW149zFbQkxljOkkgAKqWr1z9qD9ryHwj8J/Dvjjw78MfG3ibxdquo3ehaB5vgq8vLnw4cvFcX1xDFG1xHagRA4QBpwYwpAbcoB7f8AAL9oPwx+0x8P4vFHg/Uv7S0eS4uLJmeB7ea3uLeVoZ4ZIpAHSSORWRlYAgr+Ndvhv736V87f8ExfAGh/Db9mO103Q7PxhEp1bUr2/vvFOlvpmq6/f3F0093qMlu6q0ImmkcqhUBVAAGBk/RdADcN/e/SjDf3v0p1FADcN/e/SuJ+M3x40D4IzeGbbWLqb+0/GWrLoeh2NvAZ7nU7wxSzmNEBHCwwzSM7FVVYySRxnuK+ff28fA2mavqnwh8Uzr4itdc8E+NY73R9U0vSf7Th0uSaxvLaVr6IOrCxeGWSN2Q7w7w4xzQB6b8HPjnofxw0bWLrR5LhZvDuqz6HqtrdQmCfTr2EKZIJFPcK8bBlJVldWBIINeRah/wVE8A6X4iutPk8OfFWS3tvEw8JR6pb+CNRn0u6vzcrahY7lIzGy+edm4HA2sTwCa4j/gnrpPi74KaR8W/Ffjax8Tas3xp+MVzrOjLb6M4uItOms7DT7a5nt8l7WAixZx5hLRwmEv8AMTXoetWmt+M/+CkmiaTdaRfQ+BfA/geXX7K58grZXmt3161uTuxtM0FtBKQOoF8575AB9A28rXEKv93cOhXH8+afhv736UIgjXAp1ADcN/e/SjDf3v0p1FADcN/e/SvOPGX7Tvh/wR8fPCPw31BdUj8ReOEvZNIK2EjWlwtnCJ5wZsBAwQrxycnFejv0r5T/AGp7TUbn/gon+zTq9ro2v3ui+Gf+Eo/tq+tdKuJ7bTvtdhHDbebIiFV8yRSo57c4HNAHoXjb9vLwL4BufFjX82oto/gHVLTRPE+sw227T9DvLlYmSKWQsGO1Z7dnZFZYxMu4g5A9C+Knxd0P4L/D3UvFHiXUIdN0jSigmmZWdizyLFHEiKC0kskjLGiICzuyqoJIB+AP28v2VdY+LHgP9o74U/DiTxxpN18bPE2mNfWc+gq+n3V5PaWP2nUbS+8wiGzWGFPP8xd3nwMkYBkG72P/AIKa/D7XP2nP2eNY8K6HoHjh/wDhA/HHhXXbtba2a3fxBp9tqVreXX9nSxuGmeKBXb5cN5kAVQzFaAPof4T/AB6t/ip4r13RF0LxNoOpeHYrSe7h1bT2t1KXUbSQ+XIC0cjbVYOqsWiYBXAJGe9w3979K+Yv2M7PXk/aw+M11psXie1+DdzZaAvhaLVxdRxNqiJejVXtYrnEqREGwDHARpBIy5bea+n6AG4b+9+lGG/vfpTqKAG4b+9+lee/GX9pHR/gj4s8E6Pq1nrTzePtbi8P6dcW1i01tFdSJK6CWQcICsLnn0r0Svm//goBbalq/iP4Fvpeh+Itaj8P/Euw1vU20zSp70WVlHa3sTzP5atgB5oxgZOGzjANAG58ef29vCv7PY8cSaxpfiS7s/hloEHifxTeWlh+50zT5vNKypvZftBVYJmZId7KE5GWUHvvG3x68N/Dr4F6x8RtW1KG38I6Lo76/c3wViqWSQ+eZMEAn9382PfFfKf/AAUjHiD49fCH4zeBLn4eeMZLjR/D0Gq/DC70uW8vLfxlrTQyTQw3dqkYtxHb3kVqrwXxeJ0kcsoQPXoHxt8ZfFDXP2SPFXgmy8Czah8SpvhzDPcTNpkFz4aur6eIQXdlbrJIBNIn711t5FWNwY1LYYgAHrfgD9omx8a/E5fCM2m6lo+uS6FH4jt4rgRTRXVk8nlb1likdAyyYBQ84ZSMg5HooB/vfpXwf/wTw/Yrtf2NP2qmt/hTfePrv4Nax4N+y6lZeNYbl7jQ9QtZ4/sdvY3F2i3AieOa8eS2GYY2AZdrMRX3kowKAG4b+9+lGG/vfpTqKAGkMB979K4L9pf9pDwv+yb8EPEXxC8ZXzWXh3wzavdXTRxNLPLtHEUUa/M8jHAVRyc+gNd8wypr5L/4Ke/Anxh8R/g5441LSY7fxHa2/gnVtN0bw0mm3F1dSaveQS2/2qMRPhpPIfyoyyjy/MlO4byQAdh4/wD2+l8GN4T/ALO+F/xL8YReJ/DCeKpZdBsraaHRbdwpjS5eaeJVdsvgKW/1bk4GCfRf2cfj9a/tMfA7RPHem6F4k8P6f4gtzd2dnrtmLW+aHJ2SGIO21ZFAZcnlWU96+afihpvxH8af8E9Pgp4Pt/DmsTal4v1fwn4Y8Y29tZS2c2laOs0Laq0qu3mInkQSwuc9JiR1r6k1bxrJ4U+JXh7wvZ+GdcmsNWs7q4fWLWGP+y9I+z+SqW8xLhkeUSnygiMD5Lg7cDIBznwR/an0r45fFb4heEbHSfEGk6n8NbqystUTVLRYBK91bC5jaLa7bl8tlzkDk16nhv736V8s/skaZr2lft5/tK6vqXhfxPpOheMtR0CbQtQvdNkht9QS10eK3nKuRxtlQqN2N3UZFfVFADcN/e/SjDf3v0p1FADcN/e/SvPf2qf2iLL9lD4AeLPiJqmj61releD9LutXvoNLiSScW9vBJPI3zsqgBYzyT3HFeiV4P/wU78L658Q/+CfPxo8J+GND1TxF4k8ZeCtZ0DS7GwhEkk11c2E8USksyqql2UFiQBkZoA7P4hfH7/hCrrwNZ23h3XdY1Hx9cNa2Mdtau1vZMtq90Wu7hVZLePbGVDPwzsqjJNVP2TP2ptD/AGv/AILw+NvD9rqFjZNqF9pU1vfIFlgubK6ktbhcqSrqJYX2uhKsMEVx/j74g+IpNG+Hel3HgHWb7wD4gs7ix8W3I+02+raGyW6m3CW0AMjJJKCrOrAIADXn/wDwTQ0P4gfs6/s0eFvA/iTwPrdvo114r1rT/DsMYhSfwl4ZWWeXTW1Is4YyGNVj+UPJmWPfyGNAHq3hf9s6x+IGuWH/AAjfhfxN4g8O6h4kuPC6a7Y26zWsc8BlSa5ZQ24WaTQyQmc4XzAAMjmvZrd2lhVsjJHNfmL+zL+xn40+BPgr4DfDzwv4P1jw343+HfxXv9T8V+KhC8djrHh37Reyzst0TiWK8iuLQLbgsVkVsovl7z+nVpF5MCrjAXgD0Hp+FADsN/e/SjDf3v0p1FADcN/e/SuP+NXxct/g34Zsb64s7zUZtW1S10ezgt1A33FxII497n5Y4wTlnbgD1JAPZV5r+1t8QfGXwx+BOsat8P8AwLefEbxhGFj0zQ4Lm3t1nkY43ySTuiLGgyzYbc23aOSCADz/AEj/AIKGaZqPibxf4Zbwb4wPjTwR4p0rwpqmi2li175MupKslpeGaIMosmiYyNMwHlKp3gV2/wCzh+1PpH7R138QLHT7C+07Uvhn4nn8J61DPskj+1xQwz7oZEJWRDHPGexViysAVIr5q/Z30v4kfCzwVrWpWvwX8Q2up+NfGVncfEDUPFN9atr/AIjtprZlvtRgi0+eWNVgxbwW9srjZGrAA4BO7+xV4P8AiB+zNo/xcOn+ANem+HutfEGKfwL4W863g1bTdPuY4BqN9M00mfLa8a6uVSaQy7MgAZVAAer6v+2vbXPjXxZo3hfwnrfjRvAeo2ui65JpckTSR3832d3toIi26ZreC5inmPyqiEYLNkD2+1czW6Nuzkddu3J+navzY+J37C/jjwro/wC0h4b8I+FdQX4ifFj4pWvjjwj47hEYttMtpX0t5DJc7xLbNbfZLtDGB+9RkC7/ADWVf0mskKW8YbbuUYOBj9KAJMN/e/SjDf3v0p1FADcN/e/SjDf3v0p1FADcN/e/SjDf3v0p1FADcN/e/Sjae5/SnUUAJsFFLRQA3zB/kUeYP8inUUAN8wf5FHmD/Ip1FADfMH+RR5g/yKdRQA0sp/8A1VGIY1DAfLu644qVm2180eMP2gvEXxZ/b+b4L+G9QfwzofhHwjbeL/FOqwxpLf3wvbmS3sbK28wFIV/0e4kmlKOxARF2E76APpIQxqc9x3JJPr1qTzB/kV5L4I8HfELwr+01qpvvFEmufDO48PwnTba7hhF3YakLg+aGlRQ8yNEUIL/d5HOePXKAG+YP8ijzB/kU6igBvmD/ACKPMH+RTqKAG+YP8ijzB/kU6igDwQv5f/BT3/rp8Lv5at/9lXvO8V4XI+P+CmSLt5b4Yk59Maqv+Ne6PJsNACSBZRhuec014o5Fw25gOmSayfiLd6tY+CdUm0CztdQ1yGznk0+1uZfKhubgRsYo3fB2Kz7QW7DNfJd/+0V8ZvAv7RPhHwFYLo3jzX/EPwy1bxP4g0mfyLaPwprFtHaf2ehuoVAW2vLia4gXzQWxamRWOHBAPsnyIx+eeT+NO8uP6ewr5X+HXx4+I2i/tu+B/hnrF9b+JLfWvAE/iPxbbx2tusng7UI5raODbNDtVre5L3KJG4eTMG/fjIrT/bQ8afFDRPi14Rs/A/ijUPCvh/8AsnUtQ1q4g8CP4nW6aJrQImRJGIHWN5nGWJcpgRucigD6XUqi4HA+lHmD/Irmfgt45034kfCXw1r2ja5H4m0vV9NgurXVlAX+0o2QETlQqhWf7xXaNpJGBjFdRQA3zB/kUeYP8inUUAMfa45pvlRlcc7fSns+1h/jXyD+zz8XfHFj+0Baaf8AEz4nazHF4s1fWbTwt4cu/AA0aG5a2muGFudQbc1wyW0XmphYvMVGYGRc4AProQRL0/SnKiBs859a+O9E+PHxa8GftofBX4Y694g8P6xfeJLLxBqXjdf7PNhpsUFvsNgulyyIjT3GZUEsSPMVRJXcIApPrX7X1t40sdOsfEGgfEyx+FvhXwvBd6r4n1K50eLVPPt44crGI5SAigGSQuvzZjUYIY4APalVEbjrjHSneYv+RXkf7GcfxGl+Cmn33xN1y01rxBq00t9biHSV0xrOyk2m3gmiR2Xz1TmQg4DOVHC5Pry9KAG+YP8AIo8wf5FOooAb5g/yKbIEcgt1XpT2OFrwBfij4st/+CkUPw/uNYguPCN/8PLrxJBZrYrG9tdxanb2wJlyWceXKwwcDvigD3t4I3+8Pz7U4bc/SvhK2/bY8ap+zpofxvbWI20nWvixb+FI/Dn2OJbWHRZtcXRlDSbTL9pX/j5Mu4An5Nm3Br3L/goJ+0drn7L3wW0/xdoml6lrFva+ItOs9btdJjiudVOnSylJjZQSEedccoRGoZ2XftUkUAe+bx/kUeYP8ivn/wD4J/ftP2f7Wnw98SeKtH15de8Mp4hubHRZ7m2W01RbeKOFJEvrfajQTrci4UJIiOYhEzKN2T9BUAN8wf5FHmD/ACKN/wA+2nUANLqaj8mMtux+n+fSpJDgD618d/tz/Fr4xfAj4Z+PvFWja5YR+JT4j03S/hn4eso47uPxOZXt0NldQMnmCSSR5wzxyDy40EnyhGBAPsB7eOT72TxjvSfZIAu3Yu30xXgvxA+JHjHwr+3r8KfCy69bt4S8ZeHdfur7SRYoGS5sxYeU4nzvwDPL8vuOeK9z1+2uNU0e4t7O8FjdTIViuPKWbyW7NsbhvoeKALCW8McisEXcowDj7v0qTzB/kV4X/wAE2/i14i+OX7GvhLxP4t1T+2/EOoT6nHd3vkRQef5OpXUKEJGAigJGowB27nmvdHk2GgA8wf5FHmD/ACKdTd/z7aADzB/kUwwxsdxB9O9S188/tt/EfxV8KvHXwRuPD/iBtPsPE3xE07w5rFl9likW9tZ4bp2UyMC6fNGn3T2oA+gFtoUfcFVWxjOOab9jgAxtUbs5x3zXyJ/wUn+KfxI/Zw+EXxH8aaH4lvLW3h8OwxeEbfTNAlmi0XVVaUz3+rXRV4Rpw3QM5kVBHHFMQxZhj3/xjpXib4i/s231j4f8UWWi+MNc0ExWfiGwhWeC1upYQBdwIx2uoZt6Akg/LnIoA79IY4j8oxiniRcf/Wr5W/ZB034ga7+0f4suJvjZ4q+IXw78FLJ4Zmt9W0fSrX7friMrXDJJa20TGK3RkjJBw0zSr0iOfqpPu0AJ5g/yKPMH+RQ8mw06gBvmD/Ipr7JPvc54+tOaTDYrw39ribxZ4Qgm8WWOreLrrwtoehX63Hhjwfo5vNf1bUX8s200EoJ2rEqSr5ZjZXaRCcBNrAHt/lRn37fSleON2+b6/wCfyFfnZ8Dv2ufHvjeT4LWfxM+KOkad4R8TfBubxNe+MvC5igsvEfiJbhI5oY7hlwptoCJREgTznMnylYyg+if+Cbf7TWv/ALY//BOLwD8RrprBfFHiPQ5fMnaMra3N3C8sAuTGCCqStEJSgPyhyoPGaAPojyYg+7aA3TOOak8wf5FfFfgjxt8WvBP7anwb8ATeLrrxhq194T1DVPi5aoiz6NorBIVs7q2kaNGgkluWkSO3yS8IdimI95+1IpPMXpj8aADzB/kUeYP8inUUAN8wf5FNdUl4bmpK8I/4KZ+IvE3gT9gX4weJvB/iTUvCviTwp4Q1bW9Pv7FIZJFmt7KaWMESo67S6qTgA/L1oA9xFtCM/IvIweOooa1hY/Mi5PqP8+lePePrbxZ4k+H/AMO9f03xBq0NhpUSap4i0vS7BbjU/FEbWTKlvDL5sQgImdJWYA7hHswobI5D/glX8W/E3xs/Y00zXPF+vLr3iI6tqlrcJLt+3aSsV7KkWn3pCqDeQQiOOY7eXU/e+8QD6QS2hQrtVRt6YHSpA618WeFfgj8QNL/ay0PwhB+0P8VfEV/pc3/CZeMIJ004aTbadNd3Bs9Mji+zGVBOyyICZ2ZYbN8n51r7ThRo4wrYLdyBigA8wf5FHmD/ACKdRQA3zB/kU2QJLjdztORx0qSsX4h6Rc694Mv7Wz1K/wBHuZI/3d3ZGMTxEc/KXVlBOMcqetAGobeLOdvXihraEurMqll5BI6fSvz5tf2xPiF4S/4Jm/sr3lvPrHiHx38atX0Dwrquqq0R1KJLqOR7u4jLlIxP5cDIrthUL+YVbYFP0Z+yJ8VLfxd8RPi/4Zk8Q+Jr3XPB+u2dtf6DrEsdw/h1ZtOtpIfs9ypPnwTxkXG5zuV5JFIXAFAHvmxN27uO9LGEhQKo2qOgAr4n/wCCgHirx/8As5WF34lt/iDr1jY65460J4Nee2SHw94A0nzYIbm1vkWRmuVuD5qiVociS8h3Mqx7q+1bV/3fb7xPHQ80ASeYP8ijzB/kU6igBvmD/Io8wf5FOooAb5g/yKPMH+RTqKAG+YP8ijfnp1p1FADct/s0U6igAopNvuaNvuaAFopNvuaNvuaAFopNvuaNvuaAFbkV4v8AEv8AZbkvP2i9L+LHhDUodC8Y2ukN4f1WK5tWudP8R6d5nmxQTqrKyPDIXeOVOV8yRSGVyK9mIwOprjfFH7Q3gbwX4zj8N6t4u0DTfEE1v9rj02e9RLuSEYzKIydxQZGWAwMjJ5oAh8FeAdWt/HV54k17VFvtRurdLCC2tIngsbGBSXIVGYl5Gc5Mh5IVQAACK7qsHwP8R9B+JeiLqXh3WNP1rT2leH7TZTrNGHQkMpK5wwIIIPINbu33NAC0Um33NG33NAC0Um33NG33NAC0Um33NG33NAHhk0H/ABsrhkz/AM0zdcf9xVDXuhXPavEJom/4ePQt/D/wrZ1z7/2ole3bfc0AUPFFpdXuiXEdjMltetG32eZ4fOWGTBCuUyNwB525GcV8v/s1fsRfFb4IeLr7Vtb+Nln4om1QXl1ezL4Jjs7vVb6ZGWCe8n+1yNNFbBiIrcCNFUKq7VUCvqyeVbeMs7bVUZJJ6D1rn/DnxY8LeNNRubPR/Emg6tdWaebcQ2d/FPJAmSNzKrEhcgjJ4yKAPn/9l/8AYn+KPwK8T3154j+NcPjIah9ru7ySHwZBpl1qd/PkR3F3OLmQzLAp2xxBUVVCAYC4rsb79n74gW/iPSfEll8QVvPEkXhb/hGtROoaa40y5k84y/2gllDOscdwGOP4gU+XOK9P8L/Fnwv441W6sdF8RaLq99ZBTcW9leR3Etsp4DOqklVOCASMH1rR8R+LdL8J2sc+qahZ6fDJIIY3uJljEjnoq5PLHHQc0Acd+yt+zzpf7K37P/hPwDos95d6f4XsFs0uLpszXDZLSSMOil3LNtHyrnA4Ar0Squk6pa65psF5Z3UN1a3KCSKaGQPHIp7gjgj6VZ2+5oAWik2+5o2+5oAju7f7VEUO5VYYJU4YfT0I659q+YfD3/BPy+fVPhdY654yvtY8M/BvUbvVdAjnW4m1a9upLW4tIZ7y+mndnaGO6lKhVUFtv8IAr6i2+5rivD/7RHgHxb4vbw/pXjbwlqmvLLNbtptnq0FxeLJCSJUMSMXBQghgR8vfFAHh3h3/AIJ+6zf+NPgreeMPiBqXinT/AID3tzqWiTXNvI+sa3dS2stos2oXUkr7ysM0mRGqB2IJwAFrrfj1+yf4g/aO/Yr8SfC3xB48vJtU8TO0c/iCPSoreQW/25Z1i8hCFIECiAnOWGWPJNeqaP8AF3wvrviSHR7PxFot1q08cksdnHeRtNIkbbZGVQcsEYgMRnBPNXvGfjvRfh5oc2qa9q+m6HplsMy3eoXKW0EfU8u5Cjp60AakAyudu3rgY6VJUdvKtxCskb745AGVlOQwPQg+9P2+5oAWik2+5o2+5oAG+7XjFz+zLqlz+2Ja/FpfFEK/ZPDU/hePRv7HG028t3FdFzMZNwkDxAZ24Kk8E4Nez7c9z+dUPEXiPT/CuntdaleQWNvkL5kzBVLHoo9SewHJoA+cbL/gnfb2mkWvhP8At6RvhpYeOh49h0RrL/SkuRdfbltBPvwbVbz96AU3/wAG7bgV23j/APZp1j4hahoOrah4umu9c8H+K5vE/h+W501PstkskMluLOSGMr5qJFNKFkLCQFt2crz6p4b8W6b4w01rzTL63vrZXaJ5IXDBHXhkP91h3U4I7isu9+MXhPTvEMek3PiTRLfUprpbGO2kvI1ke4YcQgE8yEchPve1AHNfA79n+3+E3jPxx4lke1m8QfELUYdS1eSztPslqZIreO3j2Rksd2yMFnZmZieTgAD02o4GWaPep4an7fc0ALjmik2+5o2+5oASQbhXzD8dP2FvG/xb/aBu/HWm/HHxJ4ThbTzpWnaZa+G7C8XRInI897WaZGeKWbA3yrh8KoBAGK+nj8vc1x3i74/eCfAfiSLSNc8VaLpepTSwwLBdXSxsJJ22Qo2eFaRuEViC3bNAHD+O/wBl7VPGv7TXgb4kQ+KpLFvAen3+m2mmvpayR3Md6LcTNJJ5qtu/0dcEDjJ4NdrZ+CdfstX8RXa+KLq4g1Qwtpdrc2CNDoOyPYwQLteVXYbz5jkhunHFaV78WPDWm+NLHw3P4g0eHxFqSyPaaU92gvbgIoZysOd5CqQSQOAa2tS1G30izluLqaO3t7dDJLNI22OJByWYngKBySeAOaAPK/2Mf2abj9kv4Naf4HXxFceJNN0ma5lt7i409LSUGe4luHzsYgjfKwAwMADrXrxXPaub8C/Frwz8TJJ08Pa9pWtNapFLMtpcrI0SSgtE5A5CuFYq3RgDgnFdHt9zQAtGOaTb7mjb7mgBa8l/aR/Zquv2hNQ8HvH4ouNAj8G+IbXxNbpFp0dz591b7xGHZ8YTDkEDk+tes7fc1zni/wCLfhn4f6zpOm634g0rS9Q164Fpptrc3CxzX0pzhI0J3MTtPQdqAPGfjN+wpe/FKf4kLaePtd0ez+LmgQeG/EltIj3sUNtHBPbs+nxtKsVnK8U8gZtkgLBGxlefRfhh8B0+Dlxothouva1H4P8AD3h2z8O6b4bdYDZ2i22AlwJPL89pTGFQhpCmF4UHJN/x/wDtD+CfhV9oPiTxVo2hiztlvbo3lyIxaW7P5azTE/6qMvkB32qSDzwa6W88SWFhoEurXF5bw6ZbwG6ku3kCwpCF3GTd02Bcnd0xzQB5z+yL+y/Z/spfDG88O2eranrh1HxDq3iO4u79VWaSa/vJbqRTt4wrS7QeSQoya9XXgVx/gL49eDfid4jutH0HxLpOqatZWkWoT2UEw+0R20rMsUxQ4by3KMFfGCVOCa6/b7mgBSue1FJt9zRt9zQAFc15N8Tv2ZrjxP8AGux+Inh/xRqnh3xRY6DceHFDIb3TjbzXEdwZfsjOsf2hXjAWUgnaSpBHFesMMDqa5fx/8ZfDHwwuI4Nd1qz0+4nt5rqO3cl55IYQDLKsaguY0DLufG1dwyRkUAeG/D3/AIJv2vwG+DPgzwH8P/iB4w8N+HvCeg3WheROItQS+a5m8+S/dHAUXvmNIVkIKIJWATGMeifDP9lPTvgf4d8F6H4L17xB4b8L+BdAl0Kz0SA28tpelggS7uC8TSyXEbKzBg6qzSyFlYnil8Rf+CgvwR+Edr4YuPE3xW8D6PaeNLFtS0K6uNViW31a2UopmhlzsdMyJyD/ABCu9+FPxi8L/HPwNaeJ/BniDSvE/h3UCwtdR064W4tp9rFW2uvBwwIPuKAPB/2bf+Ccd/8As/8AxP8A+EkuPjZ8VvGlvJqlzrd1pmsf2ZHb6jezxtGZrh7e0inm2K22NHkKIFRQuEUL9PRpsAH61wHgL9qDwD8T/Fa6HoHirTNT1OZJ5beKJm23iQSCKZoHICTLHIdrGMsFPBxXfowkVWVsqwyKAHUUm33NG33NAC1wf7SvwItf2nPgb4q8Aanq2q6PpHjDTbjSNQn03yftDW08TRSopljdVyrkbgMiu72+5rl/i/8AGXwt8AvAeoeKPGev6d4b8PaXG011f30vlwwqqljk/wC6CcDJ4oA4LxP+yONTl+HeoWfivXrXxJ8M4Z7XStTdI5UngmgEEkdxbjZDKSioQ20MpXIIyQa/wB/Yi0n9nfw5pVjofiTxZG0XiXUfFutyfbI/+Kp1C/8AO+0NeDZho90quqR7AphjxwCD67a+I7O90ODUo7qFtPuIFuY7jOI2iZQwfJ/h2nOT2rM+FvxW8P8Axt+HuleLPCerWmveHNcgFzYX9o26G7iJIDoccgkHnvigDl/AH7MmmfD39pb4gfE611DUp9W+I1lpFhf2szKbe1j01LlIRCAARu+1SM2ScnGMV6ZXExftB+D5vEFrpa6/a/a76+l0u2yjrFdXcYYyW8cpXy3kXY+UViflPFdnEwlTcrEigB9FJt9zRt9zQAtZfjHw/N4p8PXFjBqN5pMlwNourVY2miHfaJFZc4yOVOM8c1p7fc02VvLGcnrQB4F4b/4J5eFvDX7MnhL4Wrrfii80zwBe2ep+GNUnnh/tLRbq0k8y3lSRY1V9rFgVkVg6O6MCpxWl4Y/Yd0XwxeeMNVh8TeMIPFnj7XdP13X/ABDY3yWN9ftYxwxW9riNBGtqIYREYgvzK75JLZruPAv7Qngz4mfEnxR4P0HxHp+q+JPBYgbXLGAs0mm+eZRFvONuWMMnAJPyHOOKtXHxq8L2/wAYLPwA2uWf/CZX2kTa7FpAJa4NjFLHC9wQB8qCSWNQTjJPGcHAB5D8TP8Agmr4K+KmneNNF1DUvEC+DfiR4hh8T+KfD8csRt9YvYmt2UNK0ZnjhLWsBaKORQdhHAdgfoiGPy4wMAfQVz/i74maL4HvNPtdSvTFeatI0NlaxQvcXF26IXcJHGGdtqDcxAwo5JAqTwF8RNG+J2gx6poOpQ6np8kssHmxZG2SJzHJGwIBV0dWVlYAgjBFAG9RSbfc0bfc0ALRSbfc0bfc0ALRSbfc0bfc0ALQTik2+5o20AG8eoopcUUAFFeWj9tv4Ok7f+FrfDTf/d/4Smw/+O1MP20PhAEy3xV+Go/7mex/+O0AemUV5VN+3H8GrX/WfFn4ZpngbvFenjP/AJGpIv26fgrN934v/C3PTH/CW2B/lLQB6tRXlk/7cHwZgVTJ8XPhcqscDd4rsRk/9/agk/bu+Ckf3vjD8K1928XaeP8A2rQB6w67h+NfJvxQliP/AAWJ+D6+Z5c0fwy8U/JjBYG+0rbjvwFbpXro/bp+CrKu34vfC856EeLNPIP/AJGrj/F3xG/Zj8deMY/EWteJvgRq3iCGBrWHUr7VdLmu44WIJiWRnLKhIBIBAJAJzgUAcN8FDJcf8Fhvi1ceE/LbwXL4F0pfFb2igW58SrcuIfMIOGuRYFQ5GSEEYb+EV9gV4n4V/aw/Z7+GukLpei/EX4M6HYq7SC1sPEemWsO5jlm2LIoyTkk45NaR/bx+Capk/GD4VqOgz4u0/k+n+uoA9aorx+X9vz4GW/yyfGj4Sxt0Kt4x04EH/v8AUp/b/wDgWhGfjT8Ixu6Z8Y6dz/5FoA9foryI/t8/A1OW+M3wm6f9Dhp//wAdp8f7enwPkQEfGX4UNn08Xaf/APHqAPWqK8l/4b2+CBOP+FxfCn8fF+n/APx6q8//AAUI+AtvgSfG74RKfT/hMtNH85qAIrl0/wCHhVqu3943w8lOfYanFn+dez18Y3P/AAUA+BY/4KK2N5/wub4Uixb4dTW4uD4v0/yTL/aUTeWH87bv2gttznAz0r2z/h4X8A/vH43fCEL6/wDCZ6bj/wBHUAeifEzwxp/jXwLq2j6tLJBpurWc9lcyRzNBIkUkTI5WReYyFJO7tjNfBfg/w78Lf2pv2ofCh0fxh4fh+H/w78Aa78ONGksdaik1vxfBcW8Ed5K0sZ3w2tpFaDy5Wx5ksrSKQu0t9Vap+3b8Atc02S1ufjN8H7izukMcsb+MNOZJkIwVIMuCCOCO9ef+Evi9+xr4B1aa70XxR+y7ot5dW0ljNNZapodrLPA42vCzI2WjYYBU8EdRQB5n8BNd+H/xd/by8A+MvCvjTwr/AMIj8M/A+oeBvDKR6rHc6t4sw0DXN1MQ2RZWyWhCPIAZZJJJAdpUvufFq71T4rf8FTfBE2l+K9Dt/Ay/CfUdX0K+a1g1K2ub838cdxLbuSY8i2aEOwyTE2AVBY13Hgv42/sa/CTxBLfeH/Fn7MPhnVbyBraS403VdDsrieFvvRlkZWZDjlckHFXfEn7SP7KHjHS9J0nUfiB+z5qGm6ID/Z1pL4i0ho7HIwRCvm4RSvBCgAjg5FAG3/wTZ+IMfxQ/Yu+HuuQ+FdN8F291p7xw6Tp8Xk2cCxzSR74I8DZDLsEiKeiuBz1PvFeI2X7fv7PHhzTre1h+NHwXsLW0jWCCNPF+lxRxIoAVVUTAKAAAABgYqU/8FH/2e/8Aou/wX/Hxvpv/AMeoA9porxaT/gpD+zzGu4/Hj4L7R1J8b6YMf+Rqg/4eYfs5u20fH34JFvT/AITrS8n/AMj0Ae03twLVQ7MwUdQOScAngdzx0r4G+DfjnSfgd4t+DfijwLZ6B4k0X4+eJ9Zt7+YeDE0fXobR4r29+2O6kzyeQ0KpL52dyOhARtoP0hN/wUu/Zxhx5vx++CSn0bxxpfB/7/1yHhr9sf8AY98B+KbzXtL+LH7Nelazfl2m1C28VaLBczFyC5Miyg/McE+p5OTzQB8/X+q+ALH9qn9jDxd4RtoNS+FXiS+1y28B6Jp2m3On6ho99e2kks+p3InLSy22xZkaMpAImnRm3/Ko9y/4KmeKvBvxc/4JZfG/VbK88N+J9Nt/CWrRW91HNb3lulzFDIjKr5KiRHUqQDuBUjrVrw9+2r+x74S8Wz69pfxh/ZqsNauNyPfW/i7RYbhlYgsocTZ+YgE+uBnOBV2//bb/AGR/EfhRvD118Wf2b7vQ5naRtOl8VaJNaMzEszGEy7SSSSTjkkmgD3X4WarDq3w90CaJ1kSbTLd1YMGDAxqeoyO4/OuirwHRf+Civ7MvhfT47HT/AI5fAewtbcbUgtvGukQxp9EWYAVcX/gpn+zoP+a9/BVv93xzpZ/9r0Ae5UV4ZJ/wU5/ZxhHz/H34Kp3wfHOl8/8Akeq5/wCCpX7M4cK37RHwLjb+6/j7Slb8vPoA97r5j/4Kd+GNW8feFPhnoHhbxBJ4N8c33jS3n8NeJZY0msNEvYbW6k33UL/LcRyRebEIMqXeRCGUqDXSD/gqH+zWU/5OG+BePX/hPtKx/wCj6o+Lv+Cg/wCy7400NrHWvjZ8A9YsZiGMF14x0q4iYg5B2mU9CAQexxQBxf8AwT1+JerfDbQfiZovxguPDmk+PrT4gG01fW7K+SLR/FN9d2tqbZ7JHIMMhhEEZtSzyK6cli4rx79uPxB4F1bQ/D3izwhaWd14N8P/AB20xfGXhy00S40/Wte8Rx30FqtxHcOw3rDIUlcLEVmjhYCQDJP0Xo//AAUE/ZP0vSI7G1+NH7PtvZ284uUgj8X6QI1mByJAom+/nnd1zVG7/bk/ZBl8Zx+Ibj4s/s7Prlu/mpqD+JdKN0j9N4ffuDYyN2c4JGcUAfTcLbk/Ejp70+vA/wDh6d+zLGvP7QnwPhX+9J4402Nc/VpgM03/AIes/svj/m5D4B+//FwtJ4/8j0Ae/UV4DH/wVX/ZguOE/aQ+AbNnGB8QtJP/ALXp0n/BU79meI7f+GivgQ0nUIvj/S2Y/QCbJ/AUAe9uu4V+d3/BR/xR8Hbm8+I/wVtvG3gvwn4i+K11Y618RL/WdbQyaLZQ+SEa2tnfMl9NFbKkEMQyCBIw4Ab6SP8AwVT/AGZ0Vmb9oL4L7VOGI8Z2BUHtz5tc/q3/AAUC/Y717Vf7Q1D4ufs83l8zrJ9puPEOlSzMwxht7OTkYHOeMCgDF+PV/wCH9N/4KC/svzrcafHcS6b4liSW4ljjupkbT4PKDhiHO7acA981mf8ABYLxu/jn9j3xd4f8H+JdLtdU0HxP4Zi8WgFbhtI0ybU7Rp2uos8RGBmdg+A0av1Ga7HWf+Ci/wCx/r2sxajqXxp/Z6ur+ADy7m68TaU0seOmHaTIx9eKvT/8FRP2TroXm/8AaF/Z3Y6gojui/jvR/wDSFA27XzP8w2kjBzwcUAYf7JHje8X9u74zeCmGm+JLDQdB8O6ini5LKziv5nuBej+zbmW2jQSJCsYlhVlDIlwQchgx+qq+Y/CH/BSz9j34baQbLQfjz+zXodhvLm303xtotvGW4GdkcoGeBzjtWk//AAV1/ZXH/NyHwLf2j8daa+PymoA+iqK+dz/wVt/ZcYf8nD/Bf/wsbD/47Tbf/grb+y/cSKiftB/BtmboP+Ew0/8A+O0AfRVfKv8AwUu1nRdK1D9n+TULzT7GYfF3Q2SW5lWJtqi43YJwcZx7ZxW/B/wVx/Zbmfav7RXwTLen/CaafuGPbzapa3/wVB/ZD8QxpLqnx6+AF4sLGNGvPFmltsPcAvJ/KgDyL/gpxrvg7x78Jf2ktN8L3Wl+G/Gvh7wDA/ja/vNBcP4q0VoLqeHSoL/en+tQXMW+MSNG1wNo3Yr169/af+Ftr+x9JbeNNGWCxt/hxa+JNe8BPZtqOoWOjSW6xmKS2wWkUfNGQRklTnoayfEf/BS39irXrzT7jVPjd+zdqNxpYAsZZ/E2k3D2YHTyyXJTHHTFX7v/AIK//sjpK8n/AA0R8DTLJH5TOPFlgzMmc7SQ/TJJx70AeZ/s8XVvoX/BYDVIBNaeNBrvwis5NI1XT7dbOHwRpUGoP5WlywozI3nvIZVlJEn7krtCgGvulPuV8neEP+Crn7GXggTw6J8c/gHpP2tt8y6fr9hAJmHQtsYbiOeTW5/w+N/ZT28ftEfB78fFNoP/AGegD6Wor5pl/wCCxv7KkP3v2ivgzHu6b/FtmufzemL/AMFlv2UX/wCbjvgnj/scLL/4ugD6Yb7tfOH7WHiLwrr/AMWrfwfbaxH4B+Kk3g/U9Q0nxxc+H4bqLRNOMscVzGlzOVjDvJ5LGEMWKx7iABuFVv8Ags7+yYJNv/DR3wYz1/5Gyzx+e/FYviv/AIK4/sX+MraO31z47fArWIYJBJHHd65ZXSI46MoYkA+4oA8M+Bnxa0v4Zf8ABID4Fa54e8CWfgfxV42TQ/hjowML3E+nQXmqC0edHlxKUMfn3SlucurHPf67+J8Hhv4SfBeT4P8AhG6stC8Ta54S1Sz8HaRA/kTXJt7UgtGQAAyNLGSxI5bPrXAXf/BZD9jzUIYI7j9oD4KzR2siTQrL4gtGETp9x1Bbhl7EcjtU7/8ABaT9kcgTf8NDfCFmiBAceIbdmUHrjnPp0oA+efgZqmn+PfC//BO/SfCskcuo+D45ptdsIBtutFit/DtxZXIuI/vRBbx442DgAvjrjNfpNbOHiUr93aMD0r5L0b/gsP8AsYabrd3eWPx1+Clnfahzc3EerW0Mtz3+duC34mr7/wDBbn9ka3kZf+GivhL8vGP7fh/oaAPqmivlX/h+F+yKP+bifhN/4PoqbH/wXB/ZHuFLJ+0N8LWCnHGtJQB9WV8//wDBVDWdP0X/AIJwfHVtQura3S68Ca3awiaRV82Z7CdURc/eck4CjJJ6A1yT/wDBcP8AZHjbDftDfC//AMHC/wCFPuP+C1n7JNxaqz/Hj4b3ETEMCL/zASO/Cn86ALHxK1m5+IX7NPge1sbC2174c3mgR3PiW6s9Xs7b7RbQ28RFkzTSxqsc0h2ysG+VI2Q48zjif+CNH7QnhfTf+CanwF0u6nh0m61S0bQdKs/MSZri4iEspiHlFhFiNScS7MADgArnp/8Ah9d+yNHAYz8cfh15bDG1bhipHXkbMUyD/gtv+yDYx/J8dfhvGq8nyro4H5JQB8t/B3wh408G/FX4d+NtL8Yw+JPAviX4qXE138FdQ3S3vgO7ur2aM3dtPvEoa2LTXEsEy+SvmyFMfIT+qlvnZyd3v618iw/8Ft/2NotUkvIvjh8NUvp1CPcLIwlkUZIBby8kcnv3rQtf+C4P7JswCx/HPwS6442SSkY9v3dAH1dRXyvL/wAFt/2UogN3xw8GLn+88w/9p00/8Fu/2UVX/kuHg9m9AZyx/AR5oA+qqZOu5fxr5W/4fffsrAf8lm8M/jBd/wDxmmH/AILf/sqE/wDJZvDLH08i7P8A7RoAr/CLxxp6/wDBUj9oBNPurW71Cfwb4Xt7WBpSq3Vxbvq5kiVjxlfNi37c7d4zzXkXwx1m88Ff8FkfAr+KdJtYfHHib4aazHr162rWbv8AaJNS054bZAsmfLiiiZY4vvMqO+0ne1e1r/wWs/ZXuU/5LB4dk4/59LtuD/2xpr/8Fqf2WIp9y/Fzw/vbqVsbws35QUAcN+29q2i/tdeIvg7P4O+IOrfDGS31DWL7SviVbQyW50e5tolt5dOMVyiwSLclyGS5AR1t22ZbaR6h/wAEtW8SWf7Nc2l+K10++1rQ/Eeq2Nx4isN4t/GLC5ZzrChmYg3Tu7soYqG3BflCgY93/wAFoP2WdSgaKb4qaJMjdUl0u+ZW+ubegf8ABa39mAPtX4raQdvHy6dfn8sW9AH1ZRXyr/w+w/ZjH/NVNO/8Feo//I1WH/4LPfszx/8ANUtPA7ltL1Bf/begD6ior5b/AOH0n7MpXcvxT09h0+XSdRP8reiX/gtB+zPG5D/FCzVfU6PqIH5/Z8UAfUlFfN/w5/4K0/s+/Fz4gaX4X8OfEax1TXNanFtZWyadfK08p6LuaAKucdWIFfR6nK0ALRRQeRQAUU3af736UUAeQj/gn18B41+T4K/CVcdP+KR08j8vKoH/AAT/APgQG3f8KT+Ee/8Avf8ACG6dn/0VXsFFAHkY/YJ+Bo/5ov8ACf8A8I/T/wD41TY/2AvgVB/q/gv8KIT1zH4Q09f5RV69RQB5DdfsD/A+8C+d8HPhfN5Zyu/wpYcf+Qqhk/4J8/AiZdrfBb4U4/7FOx/+N16J4r+Knh3wLr2j6XrWtaXpN/4ina10yG7uFha/mC7jHHuwGfHIUcnsKy/j/wDHfw9+zV8HfEHjzxZdTWHhvwvam81G4itpLh4ogQCRGgLNyRwoJoA5SP8A4J//AAIRdv8AwpX4SkAY58Iaef8A2lUc3/BPP4CzOrN8E/hG5jOVLeDdObH0zDx+Fdv8JvjV4Z+N2h3moeFtYt9Yt9NvZNNvtitHLZXUeN8E0TgPFIu5SUcA4ZT0IJy9D/aZ8G6n8Q/F/hObW7Ww8ReBore61m0vQbVre2uAxhuQXwGgco6iRTt3IVODxQBzqf8ABPf4CRtlfgf8IFLHJI8G6dyfX/U1KP2BPgWq7V+C3wlX6eDtP/8AjVdJL+0z8PYfEOi6T/wm3hVtU8RXBtNLtE1OJpr+URtIUiUHLHYjNx2U1F4l/aQ8K+DPjf4e+H2r6l/Z3iTxdbT3WiQzwusWqeRzNFFLjY0yLhzGSGKncARmgDn/APhgb4G/w/Bv4VoSeSnhHTxn/wAhUf8ADAnwLBBHwY+Fakd18I6eM/8AkKug1X9obw34e+PWj/DvUbu4s/EviSxn1DR4pLOTyNSjgCmdY5gCm+IMpZGKthwQCM13ay71yBx19KAPJp/2CPgbdNuk+DPwpkPT5/CGnt/OKmv+wD8CZF2t8E/hIyf3T4O07H/oqvXHfYuaA+Vzj8KAPIU/4J9/AWJsr8EfhCp9R4N04f8AtGpB+wJ8CR/zRX4S+3/FH6fx/wCQq3vjX+1F8Pf2ctEl1Dx14v0HwvawxmU/broJIy5xlY+XbJIACgkkgDNc/wCLv2yfCPg/9ma4+LFwPES+E7MRNILnQrqz1BhJPHAg+y3CRTKS8ifeQHHOKAJov2E/glCmF+DvwrVfRfCWnr/7Sp3/AAwv8Eyf+SP/AAv59fClh/8AGq9Mtb9Z4Vb94nmAEK6bWHA4PvXF/GX9ozwx8CpfDUfiO+ntpPGWtQ+HdIitrOW7lub2VHdV2RqzBQsbszkBEC5YgYoAzE/Yi+DEY2r8IvhioHAx4VsMD/yFUEv7CPwQnb5/g18KmOc5bwlYHB/79V6nbTGSPkYbuPeuP8f/ALQ/g/4X+OtG8M65rC2eveIbS6v9NsltpppbuC1MQuHURowwhnhBzg/vB1oA5i4/YJ+B8z7m+Dfwqz/2KGnH+cNWI/2HfgxFJuHwl+GRYDAP/CKaf/8AGa6Bf2gfC8pZY7y8leMAsqaZdsVz0ziLj8at6J8W9J8TfD2TxNZG+/syGCa5YXWn3FncBIt27MM6RyL9043KMjBGQQaAOYX9ib4NRtuj+EvwzjZupHhaxyf/ACFQf2K/g6fvfCj4at9fC1j/APGqn8FftL6H8Q/2fdJ+JGix6lfaJrmhDxDYWq2pF/dW3lLL8kJILNsYHaMkkgDJIFdJ8Mfi74f+MPw70HxV4f1Bb3Q/E1nHfadO8bwNcROu5TskCurY6qwDLg5AoA5Q/sT/AAb2/wDJJfhl9P8AhFrH/wCNUg/Yn+Dar/ySb4ZjnOB4Vsf/AI1UXxv/AGxPA3wHF8mra1DcahpVxpsF7pVltuNQthqF0traStDuDCJ5m2h8YOG9Dj0S+1lLCzmklf8AeQo8hRFyzBBuIA7nBHegDg2/Yy+ELtk/Cn4bknr/AMUvY8/+Q6B+xd8H16fCn4aj/uV7H/41V74HftFeHfj58GfC/j7SLqW18P8Ai7Tk1Kw/tGMWs7xNggsjH5T7ZPUV1WieN9H8U3l7a6Xqum6hdaaUW7htrpJpLUuu5BIqkldy8jOMigDjIv2O/hLH934XfDoe48NWQx/5CpT+x98KB/zTL4e/j4asv/jVX/gd8f8Aw/8AtD+FdU1fwxNdzWmj61qHh65NzaSW7pe2NzJa3KBXAJCzRuoYcNjINcd4Q/4KBfCvxj4L0PXrXxFdNp3iXX5/C+mSPo18hvdTgmuIZbWMeUdzrJazjjIPlkgkEEgHS/8ADJHwrC7f+FaeAQB2Hhyyx/6LpY/2S/hbESV+G/gFd3XHhyzGf/Idc1rP7fvwt07wj/bS+IrmbTf+Emi8HNPFo966R6tJdJaC0c+UAriZ1U5wB1JxzXS/HX9q34ffsyeHzqHjvxTpvh+HChUkDyTzsziNVjhjVpJGZ2VVVVJZmAGTQAP+yT8LZGy3w38Ase2fDlmf/aVFv+yj8MbeQNH8OfAa4/u+HbMf+06w/iJ+2R4b+Gv7OkHxO1Cw8Ux6BdSWlvHaXGjy2Op+Zc3aWsQa1uRHIhLyAkOFO0ZHUZ9WgvNoCyNuk6EBcc/TmgDjT+zJ8OT8rfD/AMEFey/2Dacf+OVJ/wAM2fDsrt/4QHwZtHQHQrXA/wDHKxfiH+2N8PPAXwo8SeMF8UaHrWl+FI7p9Qj0zUYLi4Q2pb7REqbxmZNjgx/f3LtAJwK1dD/aX8B6tpnhmaPxd4f8zxf5KaTC14kc19JLH5ixpGTuDlQTtIyMHPSgCSP9mr4dxq3/ABQPgr6jQrUf+yUx/wBmb4czcN8P/BLqRgg6Daf/ABFd1KSE4+leZ/sy/tUeF/2svC+s6z4Rmv5LLw74i1Dwxe/bLJrdxeWUzQzqoPDKGXIZTgg9iCAAaMX7L/w3gfcvw/8ABK8dtAtBj8o6swfs8+AbQlo/A/hCPIwdmi2y5/8AHKm+NPxp8P8AwE8HR6/4mvJLDSmvrTTvNSB528+6nS3gQIisx3SyIvAON2TgAkeS/ET/AIKZfDXwB4D8T6+t1r2tR+E/Ftn4HvbKx0K6F5Nq9zJFGtpBHKqGd185XbZkBUbqeKAPVo/2f/BEI+Xwf4VXP93RrYf+yU7/AIUN4L/6FDwt/wCCe2/+IrL+H37U3gX4r/EnxF4L8P8AiCO/8U+E7W2u9Y082k8UunR3O7yDJvRQC+wkLndjBIAIJSX9qDwjZ/EjXvB7Xt/ceIvC8Frcana2ekXl41qlyrNCzGKJl+cIxABJ45oA1z8CPBO3B8H+F2/7hFv/APEU1vgD4GYZ/wCEN8K/+Ce2/wDiKzL39pfw2uhy31pD4ov1hDt5dt4Y1KWWTZwyqvkDLAnHsc+hrp9X8Yf2f4Ik1qKzv7lYrE34s0gK3kqhN/liNsESHptbGDwcUAZifAPwOnTwf4VGf+oPbf8AxFSwfBXwfbj5PCvhte+F0q3H/slean/goR8Mbz9k69+M9j4gXUvBtjoVz4hcQIBfvBbO0U6C3fa4kSZTEykDEmF6kV654P8AFKeKfC2n6r5N1Zx6lbx3KQ3cXkzxB0DhXTJ2uAeRnigCmnwk8KxD5fDXh9R6DTYR/wCy0jfCLwu5/wCRc8P/AI6bD/8AE15t4x/b58BeDbz4kLdf8JNLa/CNtviu7tNBuri303/RUuyd6IQ4WB1dtm7GcdataP8AtpeFda+LXgzwXHaeKIdZ8f6bdaxoxn0SaK3mtLZIXlkaVgAvE8OM8kuBigDvD8F/CP8A0K/h1v8AuF2//wARQPgx4RHzf8Ir4bDdj/ZUGf8A0GqP7Qnx00f9m34Oa9468Ri6Xw/4Ztftl+1rAZ5lj3BTtjGCxG7OBzxwCeK4v4w/tq+H/gT8L7rxh4i0Hx1DoNmbYTTW/h+aVkFxLHFGdoJz88qg+nNAHokfwe8Jod3/AAi/h0t/eGlwZ/8AQacnwo8Mx/c8PaHGOp26dCMn1+7WhqviSHQdBfUZo7x7eNBIyw2kk82D6RRqXJHoFJrzX4uft0fDX4BaPp2oeNNY1Tw3Z6xqUGj2Ml54f1Fftd7McRW8YFuS0jHoo5P4GgD0J/h3oO5WGi6QGUYB+wxZH/jtLL8PdBdNp0XSfmH/AD5Rf1WuYvP2htL/AOEn0nSbbR/HFxPq1x9mM48KajHa2Xylt880kKRxpxjcT1I4pnxw/aI034E694DsdTs9QupPiF4lh8K6d9ljVhFdSW1zcB5SzDbGEtnBIyckcc0AdEfhR4ZY/N4d0Rj/ALWnQf8AxNOi+FvhuEnHh/Q9vTA06Ef+y1zkv7VPgC08ca94ak8SWZ17wuY11a0WGUvYmSITJvwhA3RkMOenuDWDq37dXw3h/Zo0/wCLun61ca14B1ae1gtNR06xmlec3N2lpEViZQ+0zOqk7eBz05oA9AHwt8Oo/Gg6GO/GnQ//ABNSwfDzQ4B+70fSo88/JYxLn/x2s8/FGGPA/snxH8wBH/EmuD2/3a53w/8AtTeHfEP7Qv8AwrGOLXrfxR/wj3/CUbLrSZre3ay+0/ZsiRwBv8z+HrjmgDuU8EaOfvaTprHPU2kef5US+AdDmADaNpLBecGzjP8A7LXH+Ov2tPht8LvFEeieIvGmgaLqTTQWzxXdyI1tpZziCOZz8sLSnhFkKlyflzXokUnmLnpQBjn4c+Hz/wAwPR//AACi/wDiaE+Hugov/IF0n/wCi/8Aia2qKAMVvh9opb5dJ0oe32KL/wCJqZfBekogX+zNPZR0X7LHx+lalFAGU3gzSm+9punlfT7LHx+lPi8KabbjEen2aL2C2yDb+laVFAGafCenvPvays2+ttH/AD20J4W0+KQstjZqT3FugP8AKtKigDNPhqzwf9FtV+lsnP6U4eHLED/j0t/+/Cf4VoUUAZ58OWa/MtrbKR3Nun+FOXQbQPu+y227ufJXn9KvUUAVV0i3PHkqv/AQMUHR7f8A54qfbaOatUUAU20a1Zf+PaAf9sl/woTRbb/nhERjvEv+FXKKAKv9k24OBBGv+7GBmlXTo4T8iKv/AAAVZooAjEW5NrfN9aY9opPp9EH9anooApnSomPKg/8AbJP8KP7Kj/u/+Qk/wq5RQBXgsViGABjOfuKP5Cnm2UH5flb1qv4h8R2PhPRbrUtTvLbT9Ps08ye4uJBHFEvqzHgCrUEy3EYdcFW5BHegBR+P1p3SiigAooooAKKKKACiiigAooooA+Zv+CknjG28MeDPB8WtfDPS/iFo97478MWloLvWWsTYahPqkUVvdKFiZswOyvkEbvunjOfAP+Csfiy91/8AZ0+Lnwf0PS/jH4m8b6j4G1PxDHbyX1lDYnT4JxFJdB3b51SRkxCF8xlIIXvX0V/wU0+CHj74+/AfSdN+GK+Hz4y0Hxn4d8SWZ1uZ4rACx1KG5cylBvZQsZJVcFhwCCa4b4VfsN/FbVf2lm8efEH4jaLNb2Hh268HxwaZp/2m58Q2FxepeTTXTzjy7ZpGQIIYEZY4yFDkjdQB7f8As1/DLw5pv2nx9oN5rF1N8SrCx1a9km1F5rW6Y20YSdYuI1kaMIGdVBYKueAAPj/9g39pHxJeSfB3w7D4e0Pxd4q+JOjeMrvUfEviHUpEv4rbSdfMUFn5ohmeSAfa22o2Am3jrmvYP2Cfhn8Xv2bvi7rHwr8T/wDE0+D/AII0CK28CeIBdrJLqMBvJSlrdJtDJcWtv5UGR8rxordScZn7Df8AwTs03w/8FfhjqnxE0PULT4geAIPEdjZx/wBpSRrawanqz3UmfJkAZmWK3YEt8uT3oA4pvj1rX7SPxk/Z61fxF4f0HSrzw/8AHDxT4WCadcSXcJWw0vV7dJQ8iKQzeSSQAAD0r2f9qbxx4m8IftU/AfR4bHwPqGkeNfFGoaUZ7zTpm1XSoF0W7uZZLa5WT91M7QbNyKPkbBNefXn7Our+Cv2tfg/4S8D/AAt1rSfh94P8ca18QdV8UyeIIr6wlkvbC/ili2SSm6W4e6v9/llPLVFJDn7o7P8AaT/ZR+LHx3+Mlv4s034heGvC83w4f7f8PLZNDa7jW/mtJba6m1TewMqNDPJFGkBTZkOS5GygDwv9v34wx/DX4nfD34Q3154k8A+PPiX4ktLHw34vtPGl2bWHSBdwnUJBNLIrQXJhCQCJx+8knj2M+0gfcvwa+C3h34IaVqOn+Gre+trXUb19QuBdajc3ryzycvJunkdhu64BA9hXx1qnwT8dXXgPxn4f8bfsur8UtU+IGntY+KdePxF0+6fWUII8uJ7hIJbWFSd0UcMcaxEKww4LH6K/4J96N448KfsxeH9A8eeHNc8O6l4bt00qBdc8Q2+t6tfQRDatxdT26iHzH64RmOMbiDkUAX/2tPiTrWk+FpPCfg2++xeN/FGn3TWV55XnLoVvFGTNqMiekeVWMHAeaSNcgEkc1/wSg8V6r45/4Jq/BHWNc1K+1jV9T8IWNzeX19M0tzeStGC0kjMSSzHk5J5NdL+0N+zja+O7bxBrmjWzt481bQ20OC4k8TahpNuYMysiv9mZhtR5pH4iZiT9Mct/wTE/Zl8Rfsc/se+Cfhv4qutNvtY8J6ZBpkt3put3mpWt75SY85BdIhgz/wA8kG0dqAPBP+Dg34y6p8Jf2K77TdGu7rUNZ8dajZ6RY6BbabDcPLGt3DNc3bO3McUSR8u2FDyRgkbga+Yv2z/2idc+LPgj47aHrPxI+MF5o9j4M8PX9vo+vaANKurDUG8VXdvdRSwWtqE3IIIo0ZCwkEYZXcfNX6Af8FKP2Wbv4ufs+/EK/wDC+h3HiP4ga1pFpo2mwG6VDHbDULaeaKHzCqRh/L8yQ9X8pQc7VFbP/BTv4N6p8YP2NPG2i+FdD/tTxJrL6UiR26Rie4jh1W2mZSzEZVEEz4J4+YgEnBAMX9hXxbqniz4+/tCW914m8V+ItD0jxLpun6OmtiSP7DD/AGVbyyLEHjjbmaVt3HYc5zXyv8D7/wAQ/FKy+EvizxB428bX3iOPwf8AErV47mTV5m8i4s9YhggdBnauyHEQ+XlMjuc/plrlzc2mnXEuk2Nreai7hkimn+zRzMMD5pAjkYAxkKxwOmK+JPg5/wAE9/i18MvDPgXTLifwHfN4V8OeM9BnkTV7qFbltd1BLyOQD7EcCBU2EdWJzxzQB0f7C2seJPEX7S/h++1Xxd4q1pNT+BvhrXbm1v8AUmltXvr27uzPcCL7qufJABUDA+UcV037Rus3ejf8FLvgzdafpt5rE0Hw98ZZtbaeKCZz9q0IDDSsqDnuzD+lZvwP/Zf+M3wR8aeHNZhj+GmoTaX4A8O+Ab0z6zfqJY9OnuZJ7mNVtQA0i3ACKcYKnJIOK7Rfht401P8AbA1r4lP4d03ULPS9BHhLw5b3Gri1ktoHmW4vblh5UnM8kdsq9CEtQSAWxQB4p8HP2k9a8A/tlftTXF14L1L7fd+I/DllpVlqHifS7KO4uW8P27RWYeS52q0h3uAivkbjyw217n+2f8Y/Bvw8/Zvu734kajfeGpNStpbKysLK9umvLy/ktpCLSJbQmS4cYbhVYEDcQB08+vv2N/EXxI8YftEWvj3wj4S1zwb8cbjTillH4mnjntI7fSoLJzvFoCkoeIyIycqQpzmvR9Vl+IXgj9lXWLW48B23jHxFpVtNYaXpem+I1vLq/tltzFFJJd3iQqblxw2QoYseeaAPg/8AYm+G8Gp/s6fs26hYWKeD5I/B2lvq+uePdZGpaBDpnkwSXUllZXMhjN/erAIwUYeRARI6ozKjfQvw28M+D/G3/BSnw/Lo+i/DXxh4Y8N+FrvW/Des+Fr2CH/hFpZJ4YfLubaEmK4aSNmEVypBRRIpQEhz6F8DPhX448Af8E7/AAP8LbzwVBNrmk/Diz8N3DTanBHDBdjTRBJGeG+VWGCV3ewIFbH7JnhH4j/AT4C/CHwDqHgvw6v/AAjOh2Wh+INUg15VWDyLcR+bbxrDul3uina2zhu5BoA+NP8AgpVpWh+Efh/8RNQvr34e3/xE1D4j+Em8RTf25eR3WnwLq2nNY2rJ5QURpaFG5P3pXcYYjHoFz4j0O+/ac8Aaf4evvAclrpvxO1RdTi8LX15cSQXj+F72ZhfyzECSdsRuCowRjPOSfRP2r/2N/F/iTwl8aLrQY7XXL74jfEDwX4h0+0iystpBplxpCzmbdgcLZTScE5Xjrmo9J/ZR8WfCCz+KHxR8XeFtO+KXxCu/Gt54x8PaJ4Uu2sfsyDSRpUQi+1OqvcPbhyySOUDSnaeOQCj+zXay6B/wR7+DPjKxs/DmpXPgbwbaa7PZ6xFb/Z9Us0t2e4tTcTKRbll+ZZeAHjTd8havKf8Agm/8TfDfhD4beE/i8mpa14bh/bK8e3tw76CumSWuhXLLMdKsrndbu6t9lthCdrbUmYgqN5Ye/fs7fsU+Ita/YT+Cfwl+IUlvZ+HvDnhmxj8X6PFLvm1i4hjUrp8rodotg5DS7CfM8pUzsZ93c/DX9lq4/ZF0X4pX3gzT7PxovivxXN400Xwvdypp9vo1zLBCk8NtMVkEe+SOSUfKqh5mHGSaAPPv+CT3wwutJ8F+ONck8WeKdTWP4l+NrI2F7cxGzP8AxUV3++MaRp++O0ksTwXPbArwj9lyFfEXwU/ZW8LabC819D8c/GOvSxIufIsbDUvEImnb+6iyT28e4/xSqO4r6x/4Jg+CPGHgP9liSbx94XbwP4k8TeKvEHii50SW9ju5dMj1DVbm8jilljyjSLHKoYqSMivK/wDgmX+yT8Rf2cvhHfal4g8O+GrfxtrGu6/KW1LU7i5lsdNudZu7qC3i8tHjijdZFmZI2O5nDOSwAUA8Xl8W6PL+y34s0eTVtN/tiP8AapjdbKa5RboL/wAJfaOdsZO4/uyTwCNpzXon/BeH46a98Kvgx4Y8O+Gb3VNW17xx4r0WNNAsrO2k8uwt9UtJLm7kkdcxRrIYIw7MFEk6A8Zrp/2y/wBhO++KVz4X8SaD8LvhGnjSPx/4d1zVtc07T1g1gWttqttcXUq3DxozHyo33biS65GDxXpP7eP7M198Rfg94m1Dwdoq65481660G2zc3QQx2Vpq1rcyRxMzbYlCpJKQv32UE5IXAB8E/tTfHrVPH/hb4tWeu+LPjpPodjaeC73T9N1rS5rS60q7l8SXEd1HN9it/IVgsKrG7Ha4iRlZ8hj9QeAPGEnjn4ZftQWuqa18c5NPt/HsWjaEbKLUJNdsVey01oBp0UyLJGBdSuSXHlAby7CMMR7R/wAFJ/hHq3xn/Za1TQ/DejnWNauNX0O7jtoWRJJEt9VtZ3YliPlWNJD3OAcA5r1b4s6trWleANXk8L6fBqniJojFp0MsgjhE7EKjSt2jQkO2MkqrAAnAoA/PD9jX45N8NvgH4wg+weMNJ1iSLxt8QrhbPULGKwso7fX7+GVSzDbJKrRgsQSjKOOM59D/AGOf2i9T8b+D/wBlrUPGjeNNa8WfFTS55Gu7TWLNdLW7i057m4+0wQhSSFUjYw/dycYBBrY07/gm1NL8U/Ang2+uNUuPhboHwzbQfEN1HMqHxXetqkN1Nb3Hzb1inZJZZQgHmLKyM20kG1f/ALGmvaD/AMFP/B/jTw74LXS/BNvc3viHWtXTxBG+ny3TaQ+mJFBp2xWt53Dq8jJmNxECW3cUAfXnxC8cab8N/BWr69q11FY6botjPqF3PK21IYYkLu5OegAzXwL/AMEHtP1T4IeCr/wZ4puJ49Q+J9jD8YtIt7slJmXVpZWvYlDct5Mgt2cDlTdLnqM/Tnx5+FGuftb38vgzXLNtB+FaXCf20jurX3i9EbeLVAhP2ezZ1UyMxEkoQx7VRmLVf21P2SdW+Mnhjw74j+HGuWvgj4rfDN5brwbqskBeyQOqCbTLqJCA9jcrFFHIo+ZQiOmGUUAY/wDwVjm8v9lGxkVlTy/HPhN8sQDga9Yk4yepGa+Y/HKaP4u8T+LfhH/wiN3e+PPAmt6np0Gv3dldX2mx3moRQanLrlrb2sb3Muqi2vExlkWEgqsyqzZ9y/aZ+GXxV/ay/YI0nQfHXgXwzZ+PL7xL4dudY0HSNWOpWCW0GsWk07eZKkeQsKSMVGTxgMTiuo8Hf8Es/hP8HviTpvjDwTYa14V1LRbbUEs47DUmkDT3xj+03TtcCV3uHjijhEjMdkSKi7VGKAPnj/gi38TPiRdeD9Fs28M3Hivwt48tZvGGp/EXX49Q0vX7mWSV4xFfLJBLa3lyoRUXyLlEjhRcRqAFHunwh8QanZf8FFf2jJNH0z+2JIYPCVtPE159lWHNjdPklgwY/OnAAOG79Dof8E9v2W9d+Cn7LPwrtfFWreNLfxD4T0Hyb3QZtUjezWVwdyyRxqEmYYypZjtYkggk1u/An4U+N/hp4o8deK73S/DeoeIPiVrKa1etNrEsH2KOK3itbWyCpbOCIbeFAX3fNI8jYwRQB4R/wTH+OGteE/2bvDXhqPw54Xh1nxB448SmK0vfFkNrJcQLrt2LiWBBGzTPGpJEa8nbklQRXs//AAUC8N3nj/wZovh/Tbd9Kja6W/1nxQdNW9HhnS7d0kuWgR0dXnmUCJQFO1GkkOAmDwngL9gnxFYfszaJ4L8W6L4J8Ta54V8XX3jXQ9QXX721+x38up3F/AwaK2WQKhmEbqpAdN4PDYr2X4k6F8TviJ8INJ8M28+j+FfEmvWgg8ReItKlZ4tGVlAuDp6TKHeZwXETSKFjyHbcVCsAfnT8d/A2n/GTSfEnir4YaH4bj+AMGux23iHVo/DVrYzJpmm6nbPqa6RqNsP31jdzMsmxgFElpdHOABX2p+wjNqXxE8R/Fj4jar4u8Ta/ott4t1Xw34ajuNTe509NJsWjhaWONAEkka7iuyJcM23CbiAK878L/sA+IPhX4O+InwR+F91d+HPgz4tMcBl8RD7avhqGeErqSaWsjSPcyXMrNNun2QxSyTuvmFttehfsBfBj4lfsYfDW6+D+raL4f1zwB8O7PyPBXiSy1L7Nf65blmKW99bFQqXSk4knVtkjHftBZqAPjf8A4KJ3mk/Bn4EftoeMvEx0vSdD+Llm0nhy+1ObW9Ja8f8AsVLWOAxmzFs8sksbCNGclwQG+UgD1X4F6vCvxW+AXxj0fTtQv/BnhzwJe6DetoWleI9dvL975dOEDQR/YyhgWS3cvIjbVCjJxyPQ/wBtf9hDxd+1R8BPidr3jJrLxZ41bwZq+nfD7wZZuG0Pw7qM9nNElzvlEZu75mZF8+bakQU+UiFmZtrwV+yb8Xv2VD4Xn+DGteD18I6hFaf8JT4C8UvPHp2lzCKNbi70m5t0d7d2ZWZrdkeF3LMvllmyAdB/wVd1uy1f9iX4meGdUlm8O6XrWhG3l8S31vFJo+m+ZKiK0xaaMnLFV28Alhz3rxn4z6HN+1z4c8Q/B7S5LiHxF4ak8P6rqrr4EXZFA92s9s6SrqDLiVLOXBUsBjJAFe8/trfsz6t+3BbaX8PLy4n8N/DuG7g1fX762dDe6xLbuJrS0gVgyrEtykcsplX5hEibSHbHi0X7L3xi+HP7WXxC+IPiH4d/Dv45QeNdK0jR7a4stYPh++t49NF0N81tcRvCXm+0qSI5doMZwACBQB9QeCfjV4k8ceBda1EfDnXtJvrHUpbXTNMvtRsU/taJWIjuklikdUicYJDZdfmG1sc/Dv7avwvi/bI8AeIr7VG1L4lfFbwD470fSo9G0LQdSl0bwOsWp6fc30cLLCfPufsW8vdN8zLMERUQkH7a/Y8GsWPwrTTdS+EmnfBmx065kh03w7a6lb3ywxFmdpP9HUQx75GdgqschsnB+WuM/ZY/Z8+IXwh+I3x0v5rrwrp+n+OviHc+I9LV7OW8kktXsLGEO5SaMI5eFxtwT8uc8igDlfAM2seI/wBrW80n4T/GbxR/Zvg+eyuPHfgTxxoV7dRx2V4HaGTT7y6SO6glxE5VTJNCRwVXjPzX/wAFhfjJrk//AAUK/Zr8DeBbHxZ4w1bRfE8viTX7C11+bT7O1mbSb/7BYJOisILm4iivnQY3ER9lfI+y/wBnf4C+NvAP7XPxq8d+KNQ8M3Wh/EKz8PQaQmmQywzxNZW1xHP50bs4X5pU27XOec4rJ+Pv7H9xf/FL4N6t4S063uG0X4q/8Jr4svru7JuZ4jo+p2gl3NkyFGuIIkQEBIwAMAYoA8N/Zc1e2+GH7QXx2srXxxqngeSe38N3cul+LhJr2s25k0WKQx3FxNO7l1y6EFmAI4JGK5Lw0GX/AIN2fhK6ziY7PCs3nI2A/wDxUVkxYYJxnJ4B4zivqrwR8H/iR4V/at+N/ia2Xwta+GfGlxo8mk/bPNmmn+z6YtvMzCNl8sBxtAIPrXkw/Yr+JGn/APBHXwD8G3tdFuviFoDeH4b2G1vgtoq2ms2t1O6SsOdsEbNjGWIxQBY+IH7Rd5otj+0pd2Hhy3mj+BM10Y01D4havbTauV0qDUyTGgcKhEzIADj5eMDOG/sr2dlaf8FDvCMek2L6Tpl1+zzp1/Bp5vZrxbQz6y8zIJZi0j4L4BY5wB24H0L4h/YY+FXi3UfiFdat4L0bWJvilKJfEcl7F573uLOKz2qzcxjyIUXCFRnJ6kmvLP2d/gd8Q9P/AOCgOueNvEHhPw14V8DaD8PLLwN4cOma0+oNqipfPdeZseKN4VjjZI9rbuQSGI6AHNftqfsbSfEZtS+Evg+31XTdN/aO8QvrfxD8QTvLfQ6TY2UdsZ0t1cFILi5VYYIuQqbXcBmTFfZujaemk6Xb2seRHbRrEgJzhVAA5PsK8p+Jn7J0PxK/ai8B/FE+NvH2k3HgK1vLaLw9p+rNDoWrm4Tb5l3bAYlZP4Tn09K9ctl2RBfSgCSiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAhv9Pt9Vs5Le6ghubeZdkkUqB0kU9iDwR7GpETy1xz+JzTqKACiiigAooooAKKKKACiiigAooooACKMUUUAJijbmlooAbtp2KKKADbR0oooATbS45oooAQjJpcUUUAJt5pelFFAARmk20tFAB0pNtLRQAm3ml20UUAJto20tFACbeaXFFFACbflxSqNooooACMik20tFACbaNtLRQAmKNtLRQAYoxRRQAhXIo20tFACbaAuKWigBNuaXFFFAARk0m2looATbRt//AFUtFABik280tFABik20tFACYpcUUUAG2jFFFABSbeKWigAAwKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAP/2Q=="
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- #### 示例：\n",
    "![8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A14_33.jpg](attachment:8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A14_33.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "HL检验统计量： 8.5295 ，p值： 0.03625\n",
      "\n",
      "Friedman检验统计量： 6.45 ，p值： 0.09166\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "根据上述公式计算HL统计量及其检验的p值。\n",
    "'''\n",
    "###HL调整秩计算过程\n",
    "E=np.array([23.1,57.6,10.5,23.6,11.9,54.6,21.0,20.3])\n",
    "F=np.array([22.7,53.2,9.7,19.6,13.8,47.1,13.6,23.6])\n",
    "G=np.array([22.5,53.7,10.8,21.1,13.7,39.2,13.7,16.3])\n",
    "H=np.array([22.6,53.1,8.3,21.6,13.3,37.0,14.8,14.8])\n",
    "data=np.vstack([E,F,G,H])\n",
    "ar_data=data-data.mean(axis=0)\n",
    "rdata=(st.rankdata(ar_data)).reshape(4,8)\n",
    "\n",
    "####HL检验计算过程\n",
    "k=4\n",
    "b=8\n",
    "R_i=np.sum(rdata,axis=0)\n",
    "R_j=np.sum(rdata,axis=1)\n",
    "###无结点\n",
    "Q_hat=(k-1)*(np.sum(R_j**2)-(k*b**2*(k*b+1)**2)/4)/ \\\n",
    "      (k*b*(k*b+1)*(2*k*b+1)/6-np.sum(R_i**2)/k)\n",
    "###有结点\n",
    "Q_hat1=(k-1)*(np.sum(R_j**2)-(k*(b**2)*(k*b+1)**2)/4)/ \\\n",
    "      (np.sum(rdata**2)-np.sum(R_i**2)/k)\n",
    "###使用有结点HL统计量Q_hat1进行HL检验\n",
    "pvalue=st.chi2.sf(Q_hat1,k-1)\n",
    "print('HL检验统计量：',np.round(Q_hat1,4),'，p值：',np.round(pvalue,5))\n",
    "\n",
    "###Friedman检验\n",
    "friedman=st.friedmanchisquare(E,F,G,H)\n",
    "print('\\nFriedman检验统计量：',np.round(friedman.statistic,4),'，p值：',\n",
    "      np.round(friedman.pvalue,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "HL检验统计量： 8.5263 ，p值： 0.0363\n"
     ]
    }
   ],
   "source": [
    "###无结点Q统计量\n",
    "pvalue1=st.chi2.sf(Q_hat,k-1)\n",
    "print('HL检验统计量：',np.round(Q_hat,4),'，p值：',np.round(pvalue1,5))"
   ]
  },
  {
   "attachments": {
    "8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A14_12.jpg": {
     "image/jpeg": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 8.4.4 Cochran检验\n",
    "\n",
    "\n",
    "#### 示例：\n",
    "![8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A14_12.jpg](attachment:8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A14_12.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "自由度： 2 \n",
      "统计量： 8.222 \n",
      "p值： 0.01639\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "使用StatsModels的cochrans_q函数。\n",
    "'''\n",
    "cand1=np.array([0,0,0,1,0,0,0,0,0,1])\n",
    "cand2=np.array([1,1,0,1,0,1,0,0,1,1])\n",
    "cand3=np.array([1,1,1,1,1,1,1,1,1,0])\n",
    "cand=np.vstack([cand1,cand2,cand3])\n",
    "result=smt.cochrans_q(cand.T)\n",
    "print('自由度：',result.df,'\\n统计量：',np.round(result.statistic,3),\n",
    "      '\\np值：',np.round(result.pvalue,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "----"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 8.5 分类数据的关联分析\n",
    "关注变量与变量之间的关系"
   ]
  },
  {
   "attachments": {
    "8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A15_4.jpg": {
     "image/jpeg": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 8.5.1 $r\\times s$列联表和$\\chi^2$独立性检验\n",
    "\n",
    "- #### 例：\n",
    "![8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A15_4.jpg](attachment:8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A15_4.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "统计量、p值以及自由度分别为： (40.89330935472587, 3.039226031646426e-07, 6)\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "chi2_contingency函数检验两个变量是否有关联关系。\n",
    "原假设是变量独立。\n",
    "本例中检验拒绝原假设，说明血型与肝病之间有关联关系。\n",
    "'''\n",
    "dataO=np.array([98,38,289])\n",
    "dataA=np.array([67,41,262])\n",
    "dataB=np.array([13,8,5])\n",
    "dataAB=np.array([18,12,30])\n",
    "data=np.vstack([dataO,dataA,dataB,dataAB])\n",
    "result=st.chi2_contingency(data,correction=True)\n",
    "print('统计量、p值以及自由度分别为：',result[0:-1])"
   ]
  },
  {
   "attachments": {
    "8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A15_7.jpg": {
     "image/jpeg": 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2aqu1mM94UGRjAB96wxqPuhR9B0pxjwc/Lz14618Ufsl/tU/EP9nTwD+z78Nfjvo/jzWPi38YLi8tptVmg0v7HY3cdpNqM0DC2uWbyYY0MQcrubZk9cDo/in/AMFV/D/hb9pnw/8AC/Q7PSbzVrjWtY0DxHLrurNokfhyay06LUIpWcwyh4riGVTG2ADuHOQwoA+si6yFlyrZ6jj+VOZVRf4VVf0r45uf2u9c+FfxY8XeNPEnxM+Asfwtm0y1a20m88fQwnQ7tDIJ5/tX2UboZU8sCIqSHUkHBxXrXiH9ozWvht+zBc+PvH2k+G47HT7S41bUrvQNdS40u005I2mjuluLpIS4Me3ICHk8ZBFAHtTFY4/4VXt2oAUjOF9+K/Nc/wDBUP4i/s7/ALOnji18dQ+GfEnibwxoGs+J9H1aLXLWz1TUNFkhJ8O3P9neWPtU9xJLDbzeR8schXIJcJX0X+xN+1fb3vh7wb8J/FPiTxL40+NGleGLW+8Y3cnhm6s4rG6khEp+1N5CQ2vmM7iJWwXWPIzg0AfTuUTso7Z6U5GVsY/Cvyy/an/4KdfFD4Rftr+DfhXZeINC0/WvFMniS50C0m017eXUdOmsIBpF3e2skfmb4Lz7cixRHfc/Yxwok+XvP2bP+Cm88fxX+MfjTx14k8b6l4B8JXei/DfQ9MtvAl3E+oeJYoYxqBMaRMYry4vruG2S1aXarR43fNuAB+iE2043bfXmgnaMnivkr/gpb+2N4i+Cv7IVn4o8I2vi/wAP+IL/AFTwy0ck3huadrW3vdWtILi3nUo0aTeTLIhRiWV2UDnBrg/Cn/BRbWtc+O/7QEfiDUPEPw/8B/Cy40SO3/tXwaWl0+O609JpWupS+Fy7KymQ/cdT64APvBfLLq37vPQHuak3f/qr5o/Y3+OHxN+JPhr4w3/iXTby6bw74zudO8Hxarosvh5dT01LK1khmLmNy0byyyjzVRsBOhxivkCy/wCC6fjK5/aOvr2Pw/o9v8OvEHh3wsuhvqTanBptlf6nqt7Zm7lujpSTeS3khcsqxjyiVZsttAP1WV9xpWbaua/Or9k7/gqP8TPHXi2TSb/wO/iLxJ8S/iNrun+E9Iu9Qj0b/hGtB0+2trgNeAwGVd1rJHcIzK7SPfQofLUhh9IftS/tY+NPgj8SPh34U0PwX4f1u4+KWvTeHNKvb7XpbaGwnj0+5vTLdRraufLK2zIFRyxLdqAPoRW3UK+8cc/Svz60T/gqf46g8YeHdH1a48A6fea98ZdZ+GdzbrouoXLaZa2UF/Kl2JFlQSszWkabdiDEwbsa9s/ZD/bbvPH/APwT1Hxu8fyaVHZWttrerXs2j2U0MKWFjd3MassTtI5cwwbjzyc8CgD6aZtooVtwr4v/AOCiP/BRK9+GX/BOvVPi58M4fEy3CQaPrNheXPhK7kgawuLu1MrusiBQDayyHJ6HHevRPgp+0N46P7QHivwz4k8M+INS8K6tqkU/g/Xrfw7c2Ys7NrVWli1LzFRU2XCvHFKhYyKy7lXaWYA+jKKw9a8WzaRrAtU0fWb1TEJPtFtFG0IySNuS4O4YzjHQiuf8efFrWvDfh6e60jwF4q8RX0boqWNu9rbySguoZg80qoNqktgnJ24GTxQB3lFR2ztLCrMrRswB2tjcvsccZ+lSUAFFFFABRRRQAUUUUAFFFFABRRRQAUUnze1Hze1AC0UDPeg5oAKKT5vagbvagBaKBRQAVBqFzHZ2rTTSLDFGC7uzbVQDkknsAOcn0qesnxt4K0v4h+GrjR9asbXU9MvNvn2tym+GYKwYBl6MMgcHg9DkUAfFvxY8Nav/AMFC/izH498P69c+Bfhv8GrLUbrwT4qmC+TrniKWBov7WEcg2Pptkisis/Fybicr+7RHfm/2ZPiNrXx9/wCCsfga917VvBfiLXPh38AZI/E134OvBfaFBq2q6vaHZBLncA8Vg0gDAHZg8g5P6CQadHa28cccaRrEoRFQbVRRwAB0AHpXE/B39mH4f/s+3PiOXwR4L8OeFZPF2pPrOtPplklu2qXj53TzbQNzHJ5P949M0AdL408eaL4A0WS+17WNL0SxXCtc6hdJbQqTkAF3IUEnpzXyp/wRm1yw8T/BX4s6ppd5b6hpWqfGzxzd2V1bv5kNzE+szlZEYcMpycEZB7V9Z+K/CuneNdAutL1aws9U06+jaG4tbqISQzowIKsrAgggkdO9Y3we+C3hb4AfD3S/Cfgvw7pPhfw3osZhsdO06BYbe2UnJ2qvHJ5PrQB4R/wVA8PzeP8AwR8K/DOm28N5qmtfFLw75EFxv8hhazNfTPIEZXKJBbSudp6qtfnF/wAE5/2NNY+NvxN0Hwy2m+B73wBP8MdA1fxDp9vq97p02sNaeJtel0+Jpgk7LGLiNZXRdu7yYxuILCv2o1LwXp2qeKrDWriyhuNR0uKWKznk+ZrYSbd+wdAWCKN3XGR0JzzXwy/Zo8A/BbxHrGseEfBPhXwxqniBII9SudK02K0kvlhLmISFAN2wyORnu7HvQB8df8EZfg94s8IfB5NUgsdJsdDvdb8XWt9OfFWp6heJcL4hvTEYbOaMWuNwcvMf3khwSOSKP+CgWk+IPiVrkfhfwXrGk+OviR4Rsb2+vdZ1zw3aXWkfD2yktmE8srRqrfbJoiEht1be3322IuW+2vhv8JdC+E/g3/hH9B02HTNJM9zcm3iY7TJcTPNM2euXkkdjju1OsfhToOieBLjw1puj6Zp+h3MUsMljbwiGB1lDCTITHLbmyepJJ60Afl7/AMEw/iLZfBT9nz4bWPxU8baP8K/GnxD8EaVD4a8fR6LZW9r4q0sxGe3tPt90r51C3aWYyR3AO5pBIu8Phfa/+C1PwE1j9on/AIJ1+NtH1TXp7zwL4M8EXfia71BZY0l8XanbWzNZJIIAFFukq/aZAoUSP5KqAgavsC0/Zo8B2/wT034cSeEPDt54F0e0gsLTQ7yzS6sooIAohTy5AwOwKuM5xgVr+N/hL4d+Ifwy1DwdrGj2N94Y1SxbTLvS2TbbT2rLsaEqOAhX5cDtxQB+cP7cn/BNXQ/gf+wz8ZviF4a8aeOvItPg9quiWeh3Woi6t7S1uZRqDRJNMjy+SkgYJESQisVzjFfYvwS/Y0034beKfiJ4sl8TeKvEOofFbTNMs9RF9dRW5torO0eCMQSW8cbRsRK/zj5gSCDkA16j8Tfgv4d+MPwt1fwX4g02G+8L69YtpmoWBJSO5tWTY0R2nIUrxwQa1Nc8Eab4q8H3vh/VbK11DRtRtHsLmzmTfDPA6bGjYHqpUkHPXNAH5i/stfsf6dpfxBuND8Vab4R+HN0fN8L+EtEk+K9z4k1zwzo0jOl2+n28iSeVe38YzJdeYrxq6BAhU7u0/aJ+AmtfDPxZ+zz4H17T/Aa+HbL9oPSv+EEbSrBbe9GhW2jaherBdR7AqywSxPGGQnekaO/zsc/dfwa/Z58Dfs7eFY9D8BeD/DHgzSYUVFtNF02KyjwowMiNRuPucmud1D9jH4caj+0XpvxYk8IaL/wn+j28ttaayEdZoVkTY52htjOU+TzCN4X5c4OKAPkj/grJ8PfiBdzeDINLg8L+EPAt98YPCGoDU9ImkuPE+ralJexwmTbJGLa32bIVDN5+9VAIQDnnfDX7Ldx+1P8AtZXWg30tvrWl6Rr2k6p8StQhPm6fYxaNOZtB8HWUgVVn8mcveX77FBkIBx5gjT9BPir8HPD/AMadJsNP8TaXa6vY6ZqNvq1rFMzr5N3byCSGZSpB3IwBHvXH/Gz9h74W/tCfA5fh34q8E6FqHhKFClrZRxm1+wZ53QSRFZIXJ5LIylsnJOTQB+eOrJD4l/4IeftheLpplt7H4gfELxlrYuWbK+SNaW0jcNzwI7UYI9BXtF/8JvBvxS/4K7TaXJrFz41tb34D39mbibUxfT2aXGsJFIYZVwYnMZIyrBsfnX11p/7Knw+039ni3+E0Pg/Qo/hva2KaXH4fSD/QVtlIYR7DnPzAEkkknJJJNdU3w70WXx1/wlDaRp//AAkn9n/2X/aflD7V9k8zzfI8z73l+Z8+3pnmgD4ntfAOpfDr9ur9jHwbrHi6T4ka74P8CeNZLzxFdKPteoBItJtUuJApIJbdsZifmYZPJNdJ4gtbX46/8FcYfBeqeCdJ03Tfh/4Pj8WX+pl7eeXxc80k9hp0Myhd/k26Tam2yTgPIhGR098+Gv7GXwz+D3xm8U/ELwv4H8N+H/GfjQRpreq2Nr5M2pKh3LvwcA7vmO0DcRltx5rrovhL4fsfiddeNLfR9Nj8W32mxaRcar5I+0zWcUjyRwM/UoryOwXoCxoA/PX4W/tO69qH/BFvVPiRcfG46P8AELTfCeuXsEdkmi2otr21ku44UW3NrwVEUS4PcE/X2r9s/RtWs/8Agnt/bFn4r1Dw7oNp4Juft2i6NZW9tc+K7+7tFS0tknVQ9uZbuUKRBsaRpcBgCc/QGi/spfD/AMNfAqb4a2PhPR7fwTcWtxZS6QkZ8mSGd3eaMkksVdnbIJ53Guk1X4aaNq8OhxzaZazQ+G547jTYWH7m0kjTZG6r03IpO3+6eRggGgD48/bg8K65+yT/AMELNa8PaLq2p6Dr3gzwJpOirfaddtDNbSxm0tpDHKp3qSNwyDnBPIr7D8LfD7RvAXhCPQ/D+m2eh6bZKYba2sYEhjt++5VC43c5JIOTyc5OeR/aF/Y5+G/7Vcvh9viB4R0vxM3hi/j1LTmuVYPBMjbgCykFoyQC0bZRiqkg4FekzWm+CRF48zOdrbTz15oA/Nj9uHxVrH7OfxQ8F6P4JuvF998FvBviOz8TfGe50hEmvdPkeclXknGHuftU8omvoCrn7PEcBVco3B/EXwl4H+D/APwVA+F/wP8ADGoaDonwovvE2keL/EErI8aQeKtMtriS10uSUIITeX3m2l2UdxJ/oR4w6g/p9H8HNDtPA9z4dsLV9H028eR5xp87200rSEmRzKhD73Jyz53H1rmPiB+xf8Lfih8A7j4X694D8L6l4Cujvk0WazH2VpN5k83AIYSlyXMgbeWJO7JNAGB+2/pHgvWvgvqD/EzXrHSvAsMttJeWOoadb3kGoXEdxFNaoI5UYyy/aIoikSgl2UDDdK/L/Trr4s+CP+CqXiL4geLvBOm6b4Duvhtb6hdeHtM8KWFz4m8O+Hn1e7S1uLq38kwyXiury3EcQZ1jlCgu0WD+xOnfBfwvpWo6Hdw6Dpi3Xhq0+xaTK0W99Nixt2xFs7MrwSMEjgkiqyfAnw5D8c7j4jx2O3xfdaJH4dlvvNf5rGO4e4SLZnbxK7HOM84oA8Y/Yg1L4V/DX9n++8TfD34paL4g+C9rp/27TksP7Pg0PwtbRLI9wYzbxo8asweSQTszB9/TkV7/AOAviHovxT8HaX4h8OapYa5oOuWqXunahZTCa2vYHAKSxuvDKwIII4Irn/DP7Ofgv4dXfii98K+EvC/hzVfGUzXesXljpkML6pcFNvm3G1R5rdM7s579atfA74PWPwH+Fmg+E9KJbT9Bs1tIzsVfMIOS21QAoLFjtAAG7A4AoA8o/bN8S6X8P9NQaTB4q8SfEfxQWtvDPhrTfEl7Z/2jcqNvmuscyrDaw7g80xAVF9WIB/OD/gnl4e1z9h74s/HPxR8aPH3izxr4f0j4lv4f8ceIrbUby1i0G/l0qxnTWCImRltMsbWWRiSF8hiAokx+wmjfDTR9A8U6prlrplrFrWtIkd5fkb7iZFztjLnkRrkkKDgEk4zWH8Of2cPCvwsvvG1xpOkxiT4i6vLrfiL7RK1wuo3EkUcLFg+Rt8qJFCfdAGMcmgDF8A+BtN+E/gZZPhvYyeJbHxFqMmsefqHiu61COYzoC08VxcPcMUbAIjiITkkAZJP5B/tL+Af+FO+CPgb8F9H8Oa18TR4T+KemS+Jtd8Oafok9m1+s93qA0qGeW3jklviybjGzSqFG2Zgzqp/XfwN+w78MfhZ8MJPBfhHwjp/g/wAJ3N5JfXWlaHI+n217I/3/ADREVLq3dScHp04rb8W/sxeDfGWleBrG40Gxgs/hzrEGu6Ba2im2t9Pu4YpYonWOPC7VWZ/lPHPrQB4L+xvC3ivxTpvxC+Hd9pOteE/EUP8AZ/iJI9Q0m1j00wqwQmCz02OV7yJgIWjnlTy0LDqMV4r8df2VLrxh+1t490/XfBXxc1D4VXupQa7rl14k8W2EfhfxnfFI/stg8clyki6TZsqSeQEJkl3KV2BvM+0Lz9i74a3Px+h+KSeD9ItfiFDG0Ta3ah7ee7UqF/0gRsq3BCqADKGK9sZqv4P/AGE/hL4K+IeqeLrXwD4fuPFOtXkl/darqER1C6Mz4LGN5y5iXgYWPao7AZOQD4e/bb/ZYvP2cv2Mv2kr6fwb4E8ZeF/Ffwr8Q+JtS8bXdrB/bFt4kNpKnlBG3hrN42iW1SIqLaO1EfzBlNe7/tAeDfFPgr9kvQ7fwX8P/Duu63D8MLjQbjWdZ1P7DZ+G9PGnxGaMRxo8srStEuEjVRmJdzKFGfaf2oP2Hvh7+2Fpem6f480m61PT9NuIZxb2+pXFnHdLHIsggnSJ1WaAsikxyAqcV6T4o8JWvjDwpfaPeQpJYalbSWVxEGKBoZEKOoK8jKsRx0oA/Jnw14E8Vv8AAT4B6bpLrrHj668J6dJ8O9Mkit7ea61y40iC1l8S3yQRgJp+kWRKQPJukeYsOvk179+wX8BtL+BH/BTTxJ4J0MzXGj/BX4F+D/BkNxImHnlmvNSuJZZPWSTyUkYnnc59a+tPAH7JPgL4aeCLjw9pPh21h0260yHRpS8sklxLZwxiKGAzFvMCIiqFVSAMZHOScv8AZR/Yh8A/sZab4gh8FWOpLdeKr0X2rajquq3GqahfuilYlkuJ2aRo4kJSNM4ReB3oA6L9pT446X+zh8D/ABR441iaGGy8NWEl5iWQRLcOBiOIM3ALyFEHuwr8y/jH8LviB/wT4+MH7Ifx08aWHg2ztPCN6/w88f6louszXU9/Drsjn7ROJLaJfKj1GXzSQ7bWk4GCSP1I+KHwU8IfG3RU03xl4V8O+LNNjfzUtNZ06K+gV8EbgkqsucEjOKq+Nv2efAnxL8N2GjeI/BXhLX9H0tQlnYajpMF1a2qgYAjjdSqgDgYHHagDq7a7ju4FaNhIjDcrDkMOxHqPccV4T+0V8Fbf9ovxj4Rm8T/DnxTqi/DjXk8Q6BdWPimPT40vVhkiWfbFcRu21JpFAccbjj1r2zwx4U07wVolrpej6fY6XptjGIre1tIRDDAg6KiKAFHsBWjQB8Of8FGZ9c+F37Gnxg12Tw74s8N6TpngfUpLfWT8SL97+LUWj8u1iigWZlYNI6/M0gOcAKc5r6r/AGZ/DV54L/Zt+H+j6hcXt5qGk+G9Osrqe8maW5mljto0dpHYlmcsCWJJJJPNcF+0d/wTp+Fv7VXxS8M+MPGmhXGqap4WuFuYYV1K4t7LUHjKPCLuBGEdwsUiK6BwQrKDXuccflxbfx/rQB8HftvaZL4i/wCCz/7Itna61qmhv/wjPjlxcaesBuCfs9lhR5yOuDg/wnoORXN/BppP2f8A/gvRrng37RJ8UtS+JHw+TXNW8S6k0cuteAYraZ0g0xmhjSGLT5yd8cYjSQyMzM0gIx9p+O/2Sfhf8UfGH/CReJfhz4F8QeINgiGpalolvdXYUYAUSuhcD5RwD2FbXw2+B/g34OWs8HhLwn4Z8Lw3RVpk0jTIbMTlful/LUbsZ4znFAHl/wDwVI2f8Ozf2gVll8lG+HWvqZM42Z0+cZ544zXzD4k+A2j/ABU/4Kb/ALPGk+LvEE3jqxj+D3ia4s0n+z28mkTefoca3ELWqRsJArttdsmNlVkIYAj7u+Nnwh0P9oD4Q+JfA3iaza/8OeLtNn0nVLZZmhNxbToY5U3r8y7lYjI55rH0L9mHwP4f+JOi+LrTwzpVn4g8PaLN4e0+7gUq1tYzPC8kIHQhmt4ckjPyDnrQB8ca34E8feAv2oP2BvC3xS8UWfjnxzoGpeLZtT122QwjUEi0C6jjnddq/ORLCrkDBYk960db+EnjDxX/AMFhfhHfeKNb8M6pN4c07xZ4mm03QtMFvbaRpssdrpuntdSuGmuLucSPlnZUAtZBGgClj9EeB/8Agn18Nfhz+07qXxf0vR75fGmo2klmjz6rcT2enJLgzNa27sY4GmKr5hRRu2ivRvB/wl0rwZ4p8Ra3bxtJrHiidJb+8lIaaRI1Kwwg4GIowWCL23MepJoA+bfHnhK1+OP/AAVfXwT4whXX/APhn4aWnijTfDl/bxy6UNWbVZoft7REfvJkjQIm/cqZLABsGvXP2s/gro/xc+Fhs/EmtW+i+D9BkGs3sU8MT6fN9lXzoDdpIArW8E0aTtGSqv5Sq2VyC34NfsQeBPgN8dvGXxG0G11ZvE/jiCG1vp9Q1e4vktbeJmdbe2SVmEEPmOzlEwu48Adu6+Ifwo0f4q2tna6/anU9NtbhLlrGWQm1uXQhk82L7sgVwGCtkZAODigD8sfCehaf/wAFSZ/jRN+0FqFl4b8VeFbCTxF4L0rVNLWw0/S/DwsJYrTxBbXEg+0raXN4iXssTSERSW1urqcAn6E/4Ih/FOb9rf4YfFL4+3z2tv4g+KfiOK1n06O486XR49IsINOjim/utJLFPcquPuXSHBzX1B8QP2UPDXxf8b2uteLoW8RLpzRtaabc7PsAMcgliMsaqDPskVXUTM6qw3Kqms3RP2F/h94X/at1r406TpNxpPj7xFpy6ZqlzY30sFrqcaALHJPbA+VJMqqqiRlLAKB2xQB+VX/BQxdF+E37RXlfEXwX8NNYNrp1xYWVr4t1S+W7+KviLXDa2yzQX81oiLDYRxQEuhVIA2Iwm0GvV/GvgjS/hb/wUM+C/wCzLoa6Ppmh+KNa8O/FyU2+ppOkUuh2cy3MLNIRNPLd3Vtp8qSON0uLiRucmv0A1X9ifwX4isfEX9q2c+u6v4qsX0rUdV1mVdUu2s5MeZbp9oR444mA5jjjVCcHbkZrA8T/APBMb4MeMPgVP8PL7wTaPodxd2+om6jupo9WjvbdAltex3yt9ojuIVVVjkVwY1ARcKNtAHhn/BcLwt8VPF37Pa2+l674b0H4YprXhttVNva3EniS9uTr1iqxwyblhto1yHEgDyb0ChVDFh8y+IfhhH+0x4x/aw+GPgHw54kuvEPx0SfUvC14viJ7bSJ9L0NrDRHuLiR5i0ryXkVyyyFJC6kZbuP0O/at/wCCc3gf9sb4Z+FfCPi3UvHEOh+Fbq2uY4dN8S3Vs+oC35jjupNxedd4jfLkvujUhgck39S/4J9fDjUvjT4b8cf2TcW2oeEfCreDtJsrW6a3srSwM6TDCR4bzAUCg7sYJ4JoA4j9j3xfD46vPjBaeH/D3jbSfEngnVYfB93F4s8US6pa3U0FnFOhgCzypHGEvFBZAjvkBsEZH5n+Of2GPB37Iv7QfxM+M2peH9evtS+Cuh+HvFeoaBE2kW9lpMkV7PMwGmpPNbR2L24URIjvcK8UkplEjs7fsF8H/wBkfw18BLPxtD4Rk1jRW8fa2/iDUJVvfOkgunjiiYw+YrBF2Qp8pDDOa4n4pf8ABM/wP8Zrf4hR+ItZ8bX3/C1NMtNH8UMmqRwnU7S1DiGP5IhswJGyU2k5OSe4B8g/Cf4S6p8Vf+Cmth8Svh74+0ix+LOs6KrePZXfQtS0tdC3RpDBb6bb3Ml0jubZE+1faS42AOHXao9B/wCCnknw8+J/7XfwC8Irfa94s17TPF8tx4p8OeGtZv59Q0vTJdFv7dZ5ba0mD2iNJPEvnERkhz82M19U+Mv2SP8AhOPCtto958RPifFZ213BdqbHWYrGZjC6uimSGBWKFkXcmcMMg5BxXoMnw70tZNUmtrOHT77W1RL+9sgLW7uti7VZ5owHZlXgEnIHTFAH5r+PvgzafsqeOfgHoejap8W4dM1j49ap4ljsv+Ec859ON3pWtSGBJXSZ7jy92CXkk3AMQOBj2Hxn4Vsf2fv+CHHxI0FR4s8u08HeJLZF8U6VHp+qTz3kl2UEsEfyDdNcqq7M7lKnqSK+jvGn7Gvg34iat4dvta/4SrULrwlqX9saPLL4q1Pdp955MsHnpifG/wAqeZMkHiRqhf8AYx8Ky6FNpU114kvtLvPEVt4mvrbUNbudQXULq3KPEJDcPIREssUMnloVUtEpI65APgr4r+ANS+LOn2f7MNj8YJL7RtP/AGc9fsvFen3d5ZPa6Bq9vDp9nZS3jwxrJbtBI00mJGBIjPUA10P/AAR2/aTT9snxHqP7SPjLWI9NvNStNJ+E3hzQItSa4l017dVkvXuYUJUTXd5vljLjcLaON8jc1fbfxD/Y68D/ABO8W3esatodnLcasIP7ZjjjWGHxCYCTbrfbAHuY48nbHIzR88qa5r4kf8E2vhV8UP2ovDPxmutBm0r4jeFruG7i1TSr6SzGpmKFoYheRL+7uBHG7KhkUsgOFYAkUAe1x+KdPe5aH7fY+cp2mP7Qm7P0zS6v4s0zQNKuL6+1Cxs7O0jaaeeaZUjhRVLMzMTgAKCST0Aqm3w08PySzSNoOhtJcsXmY2MWZWPUsdvJ9zSR/DPw7CQV0DQ1ZehFhEMf+O0AP8BfEbQfin4Vsdd8Naxp2vaLqkXn2d/YTrcW9zHkjcjqSrDII4PatqqmlaJa6HarBZ2tvaW6/dihjEaL1PAHA5Jq3QAUUUUAFFFFACMcCvMbL9pa11r9qXVPhfp+j6heXOg6Db61qmrB0Wx097iV0t7R8/MZpFjkkAAPyqSccZ9NfpX5iaf4Iuvjl+218SPAunfFKx8UX3g3xVJ4qvoItFnhe38RTkppEVzJb72lttKtVR2WRkieXyQejmgD6g+E/wDwUhj+JvjS3t2+Hviu18J6p4v1jwfpvim2kivtPaXTg++6uRH89rbyNDcIsjgpvi2lhvUn3HxD8YdH8PaNZ6luv9U0/UAzwT6TYzalHIqru3ZgR/l28g9D2zX4xfsw2nh34eeDf2WbDUPEHwRhttNb4hW+rX3ia3WZr14ZrlBLqkasqTSFgZACVJOcY5r9JPjX4i8Q337C2meEfgxH4Wm8V+PdA/s/w9f+H7Q2Ph7To5IS01+gXf5EKxlzEvzsZWjXnJIAO4+HH7efgn4zeG/C+veDbfxd4n8L+Kp5IrfXbXw9eQ6Xaom7M8808cYSHKkbxkZ7Y5rVsP2qtM1T9pXWfhrb6fez3mjeFbXxZJqMEiTW80FxcSwRxoqkyM58lmG1SDnHpn89/gNrV58SPgR8RY/AsvxI8G/B/wCEPwBuPDM/gzXLj5ofEE9lcyPbSKV/11nbQxAncDm6jOOSB7H/AME43T/hq/wSyyLvuf2ZvBchXPTFzcjj8/5UAe62v/BTj4X6+/huLQpPGHiC88Yaxd6Fo9rZeFtQWa9u7NnF5GPNhRV+ziORpC7KFEbYycA5/hD/AIKV6J8R5/h7YeG/CfiTVPEHjTxVqPhbUtIOyG58MNpshi1K5uC3ytDbyeWu5D8/nIVJyBXwP+zYtxpvx3/Z5xpXjbUIbr4q/FOzWJ9WgsrN8rqbN9mYXCyRMuOpwT82G449C8IaLaeOv+Cmv7R3gKH4Z614r1Xw54R0G88PaNrHjaazsbWVvNuLpGuEnlI8+d7KWXajsCiMy/MAQD9LPFfxR0PwI9uNa1S1037UCYvtDbd+OvavF/Bv/BSz4e+MP2nvG/wyXULW1uPBOk6bqsuqTXIW3vPtpnAiQbQQyeTk567xjvXZfFK+1xfh2t5qjaD4b0bTdPW+1WebxHeWDaW6IGkDXEAXMKYb5yRkAErzx+cP7PPxpvr/APbB+JXxZ8TWl94S+HHxa8N2f/CA6tf+Ntft38YW+lecsk1tHC3ms1wLlZYIWzK8Q3ouHNAH6ifCP46eG/jpo99qHhfUW1Kx03UZtLnlNtNbqJ4jhwvmopdc9HXKN1DGuyU8V8//ALACePJPg5azeLfD8PhHQZY4W8OaBeXF/ea9o8B3+Ymo3F3PM8spbaynIKq+1gCuB79DIssYZcEN3FAHmf7UP7Tlj+zFoPhO6utG1bxBdeMvFOn+E9PstOMSzPcXbsA/7xlXYio7tznahxnpXpYlG7buG/GcZ5x618Zfta/Dfw38Rv8Ago/8EdIvp9S8nwvZa98RtXhGs3UcZW2tVsLVwolCxlZbyRxsC8xdcAg+F/8ABPLwHB4/+NH7O+qeLPtXiKTxz8NvGfjKMaxdy30oivde024tBvlZiVS1uIlVckIM7eDyAfpdrfjHTfD+jTaleX1pb6fbjMtzJKBEgyQct04IOa8X+LX/AAUa+G/wm+Jvw58MT67pN9N8R9TutLtrqDUoVh054LOW7LzliCEZYSgIB+ZhXnf/AASl0K88N/8ABO3QbPwtpuj7pvEvihXjlvZbWONf+Eh1JMrJGkj7gFUdO3XgV84/tbfFDWNf/be+F8ml2kereDfgHr5k8d+LIPH2qPY+HrzVLWXTbexkl8sETKbuKWbyyTFG6eZtD0AfoV4K/aq8BfEj4kN4R8P+KNM1nX47D+0ntrNnmVIPM8sv5qr5f3wRt3buAcYOa5j4sft4eC/htq/ibRNPg8S+OvGHhTyUv/DHhLR7jVtVgkmiE0KyJGmyEPGysHkdVweteZfsc+L/ABd4x/aD8T3HhnS4R8PbW5Ftruvarr2uatH4lulj2xvor3chhEMDI8czJGEkZk2u2wmvmf8Aahu/F3h/4l/t/a78O4/ipD4087wzZ6Td+FSxUXSaBZMFCg8sPOwdoJAYcZxkA+1tS/4KF+E7nw3rU3hTQfHnxA8QeH7ttM1Hw/4d0Ka6vtOvlRHe0uJGC20EqCRCweYYyOteqWPxIH/CsrPxLqWk65pQubSK6m057N7m+si6gmJ4rcSMXUnBCbhkHkjmvzp+C3xJ8cfAD4S/FLxt4T16zj0j4mftMTaJaLfaWt232e61S00iW6WQyJucPC+3duXcgyGBIr7k8S23iT4T/CNNQ1b4i6f5fhPTZ7vXdf1nQI3a5jhjaSW5dbeWCOEBVYkKNuAOlAHSH466SIEk+weLAsgyM+GNTB59R9n4qT4TfGS0+L8OsSWej+KtHXRtQfT2/tvRp9Na82gHzoBMqmSFskBh3ByBXyz8N/27fiV8TPHfwlhsbNdN0L4o+E9e8UQ2+q+FWh1pY9OktRB5UK3xQrdR3HmIHZW2tHkKSQPZv2evFOqfGzXIfHumfE608TeCJrKTTzoFtoEdi1lqCTnzTNI7vcRXEZzG8DkBSvKg5JAPcqKajBhxzTqACiiigAooooAKKKKACiiigA6UUUUAFGM0UUAFFFFABRRRQAYoxmiigAooooAKKKKACiiigAooooAKKKKACjpRRQAUUUUAFFFFABRRRQAUUUUAFFFFABiiiigAoxRRQAYzRRRQAYooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAGyDI9a8W8Lfs4eL7n4w6/wCIfGPxI1rXPD9xqf2rQPDOmWsejWOlQAKVFxJCfPvZQRgtJJsIA/d4r2sHNFAHw/8Asqf8E4fiR8PPB/wfuvEHjDwnpHiD4S6h4oubS0tNDk1CC5TV7u6YCSc3MTHbDKjYVVG/g5C8/Rd54L+J0Pws07w/H4u0u+8TXCNDqHiw6Wtr9lXJ/ewWId0abadq75NithiGAKH1WigDzXwB+zB4V+G/wPuvAdjp7X2karBdrqz6lMZ59bnulb7VcXcg2tNLOzuZG4yWOMAKB4n+zZ+yX8RvDX7WPjrxd4st/B/hfw/Z+CtP+Hfg5PCc8peTT4JprgXTpOp+zyRGYRrHlxmMtkggV9bUUAfCdt/wSL0/4D/Fb4J+JPh7YSeKJvh7q+t6zrk3jHxBPez6pc3+nzwicGQPHG/2qUTN5MaDAOBnArpvHH/BO3xl4Y8AWfir4f8AizSk+P2n+J7vxnPruqwSx6PrtzdpHFd6dPDG5kSxe3hghRQWaMW8LZZgSfsaigDxH9on9lW1/aQ+Ft5b+KLG11zWW0aaK00m5uJH0O31BrZ4xJ5JwJAJHyryqxUYIAPTxP4Ff8E4fHHjH9hzwB8O/jP4k0vTvEPgHRtLtvDd54HjMV14U1CxiRItRivbjc8lzw6sFSOFo5HjaNwxavtqigD5/wDhx4B+PWhfArxxovxB+JHhHUdcWyng8N+K/D3hWSHULceU+27urN5ZYZbhSVPlwqqMy9MNgejfsy/8Jcf2ffBp8eyxz+NG0e2OtypbrbiS7MYMjeWpKqS3JAOAc13VFAHzX+3B+xhL+3VpFx4H1rSPD+k+D7pFi1DxEyJceIXgZi0kGnHbizLfdM7OxAZgsWcNXE/B3/gl1rPwh+N/gXVLf4oeLtS8HfDfw3rHhvw9bXU0aatp9neT6a8FkbhUImtrdNPCK0g807/mZtua+yqKAPn/APZ9/Yrm+Dv7LGn/AAw1LxZr2pW9tqWqX11qGmznT7nUEvdSurwxO6nzFAFzsZkdWbaSNua8g/ZW/wCCdXir4SeNfj54NvtE+G+i/AP4keLZ9WtNCs7Rri61Own0yztJbV48rDbRs0Dljtd2LMRt+8ft+igD5n/Ze/Zl+Mf7LHjLS/CNp8QvDvjL4F6PafZdNtfEOlSnxZo8KDbBaJewyrDcQouFDzReaFRQS5JYTeBfgH8RPAPwo8WQ6XcWem/EP4s+Jb3XNd11GSWDw0swEURhRjmaSCzgtoUXBUyIWYheK+kqKAPlf9oz9h+6h/Ze+Fvwz+GOl2sWleA/GvhjV9lzdCMrZ2GqQ3VzKzNzJKwR3POXZj3NezfGn4CWPx+s9P0fxHNJceE7e4F1f6MFH2fWihDRR3B6tCrAMYx8rkYbK5U+hUUAfLt58H/ip4x/4KW+C/F2qeHPDenfDn4e+FNZsbTWLbVjPc6rPfy2my3NsyK0RiS13M5LK28AEYxXeeBP2QNM+F37R/j74leG9Q1DSbz4jadaxatpChf7Ml1CBnA1MxAgm6eIxxu2RvWFMnjj2aigDl/g34f8TeFvhxpth4x1+z8UeJLeMrfapa6aNOhvG3HDLAHcRjbgY3HpmuooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAEO7Paky3+zTqKAG5b/Zoy3+zTqKAG5b/AGaMt/s06igBuW/2aMt/s06igBuW/wBmjLf7NOooAblv9mjLf7NOooAblv8AZoy3+zTqKAG5b/Zoy3+zTqKAG5b/AGaMt/s06igBuW/2aMt/s06igBuW/wBmjLf7NOooAblv9mjLf7NOooAblv8AZpRuz2paKACiiigAooooAKKKKACiiigAooooAKKKKAG5b/Zoy3+zTq+c/wBuX42t8G9Z8Gxt8TvFXgebxNPPp+n6boPgn/hJrrXLiOI3DhUWCaRPLhjkc8BdoY5yKAPorLf7NGW/2a/Gf9nn/grx8UviBP8AC+88V/FzxtpOieJvDfizxT4iuLL4OyXH9nWemX0MFlNAUtXEsDwyM88ih1idQrMm7A+jv+Cjf/BTHxV+xV+wP4f+IXgz4m/DDxBqmpeG5Nfsbnxno1zDeeK4XMLQva21q8CRuEnXKuB0X5ck4AP0Ky3+zQzMiknHFfmH+0D/AMFY/G3h74V6D4f+Guqa18TvEXhnxX4HsvEfjzTdP0nT9N1uLVtTWJ7OO2nlZ42njSaHesaiNsHev3q+itY/bp8UfEr9mjxF8TvCLeGfhzpHw71fX9M8XwfECxku2sjpErwXBjewudnyywy4O5w42hQDQB9WvfLGm5mCrjdlgRxUgkJXI2kHpivyK8d/tp/tLfCD4PeEda8XfFz4R+G5viF8cLHTdLS9tHhvbPR7mVLkWt2pmH2OBbPLSRTAXMaMqtJ5jAn6y+I/7ePjT4K/sqHxvHqXwr+MniDXvGWjeFfDFl4FmkSyv5Ly8t4ZYTLJcShp44XnmGHVcRqDgEmgD7CFxuVTj73Tg07LH+7X42+G/wDgsb8btd+CfwL/ALL8J+PL7Wl8ciTxXqmpW9lptv4nsLrXZ9J0vS7WcpJF5k88qxyhUWSJNOnbcm5ZG+sP2Kf+Ctur/t2fC34q6xpPg/R/h5ffDSx0++Nx4j1v7VpM0N3BJdeZLLDCjoqW8Yk4U8SoehwAD7iy3+zQSwH8NfFfwn/4KUePLz4teMtF8QeCdO8faL4dsdBu7HU/hZK2qR3bapFdTIJPtbwqFWKCJwyMS32qLjmp/wDgnb+2X8R/2s9N+N2nXejeKNH1jw7438Rab4d1PxNotqmmabDDIsdrYTJazLJLLA7DzF3BmUN++JwQAfZKXQkDbcHacH2pySmQ8Dp68V+WPgn9vX49fDD9qj4/eEL/AMV+F/E0nh/xjaWkbHwtC9jp6vo2ny+VaxXPiOzkhhBkLFSJcyO58w52J61/wSM/aV+KHj79hDWvix4+8Xab4x8PWN34mu7e0s9IlOtbLTUbnYhna9mikUQxFEiUZA8sec+CzAH3rJL5SFm2qo7k0JIXHG2vy0f/AIKlfFL9rr4U/E298M+I7P4f+Dbi91PS9B1nSfhX4j17WdJsVtoZYr6W4tZHtorpUuAxjKHaUJKkDJ9i/wCCe/7bHxH+O3inwHpt/wCLLDxh4R1jRhcQa3B8HvEuhf2xGtuGS5Oo3k5tQZMbvuDeW+UDOKAPuhpth+baKElL9vbnivzF0H/grJ8SfAPxY1D4xeNvCc2n/s0eNNfi8BaAseuWs9xoV7p91qceoalJbpB50iz/AGQhI1c4EQ+XL5rsP2Af2/fjsuo/Cfw58a/hrqcFx+0FrWtav4c1n+27Bv7H0828+qWtjJZwp5sfk2axxEys0nmbt7dKAP0LeQxjLbQKRJfMHy7a/Pz4gf8ABVFfgDZfHjx7cfEbT/iB4V8J3cel6R4Im8MT6T4n8N6+5kSDT7htiq2nT+S0qXUqA7SzCR1AFRfs0/8ABVjS/hZr3wY+FvjLxlqvxQvPG1rLp+p/Ez+xrnTtJh8Qyy77bTQHtIkEMu9oreQuzsIU35JZ6AP0KZmUZ+WmxT+cDtZWwcHBr4Z/aQ/4KM/FTwr+1Fpvw88L+GLHwfYoPE0t7rHizw1qOuf2rBpMWkTJcabbafLHLPFINTdTjewaAjGQ2fOvh1/wUI8a/C34sWfgjXv2gPBera98RPEctx4f0zxF8EvFtjepFM6L9itCXjDQRHdtkk3lQxLuQuQAfpX9o+fbxmhZt5429cda/O/9oH/gpd4g8J/8FWbP4c+H7PxlqEmj6dD4f0Pwkmny2Nr471i8IuL6+a9mgMK2WkafGkrujhnknZQGwM+c+Cv+CpXxH1P9vvxRpg+IH7O8lvceCNGtNOsj4p1VvD7aq+pX8MnkyfZN7XTEwq6BRhBFyTuIAP1Wln8rGQef7qlv5CmG9UEA/Lu6blI/mK+Gf+Cr37Q/jT4N/HH9nHR9M8YXXhPSPGF1rsPiGKz8QWOhRXpg0+OWHN7ewSIipLuIGFL7sdenxd8If+Ci3xQ8R6T4ZuG+LurS67J8c4fCbW5+IWhapJNo58QpaeS+nQ2iyzp9kLL9pjKhhmXhcAAH7dpIZBkbaXLf7NNt1xu+XbtYge/vUlADct/s0Zb/AGadRQA3Lf7NGW/2adRQA3Lf7NGW/wBmnUUANy3+zRlv9mnUUANy3+zRlv8AZp1FADct/s0Zb/Zp1FADct/s0Zb/AGadRQA3Lf7NGW/2adRQA3Lf7NGW/wBmnUUANy3+zRlv9mnUUANy3+zRlv8AZp1FADct/s0Zb/Zp1FADct/s0Zb/AGadRQAm4LRvHqKQrk9f0o2e/wClAC7x6ijePUUmz3/SjZ7/AKUALvHqKN49RTGIXq2PqKBIrDIcH6YoAfvHqKN49RTGYL1b9KUDd0bPvigB28eoo3j1FMGGOAwoyMfeH6UAP3j1FG8eopm9SwG8Zbp05pTx/F+lADt49RRvHqKj8xf+ei/pS5A/iH6UAP3j1FG8eopgwejfpTimO/6UALvHqKN49RTQMnr+lKVx/F+lAC7x6ijePUUhXHf9KTHPX9KAHbx6ijePUUm33/Smk7TycfUCgB+8eoo3j1FM6D/61LjnGf0oAdvHqKUMD3poXPr+VJ0/ix+FAD6Kbz6n8qQNk43c+mKAH0U059W/Kjn+8fyoAdRTQcn7x/KkO4N1OMelAD6Kbgj+I/lRg/3j+VADqKbz6t+VHP8Aeb8qAHUU3n+8fyowf7x/KgBd49RXxN/wVc+H/jb4n/HD9nHRvh7q1v4f8VX+r+KbOy1q6tZbi10V5vCmqRLcusZBypfKZIBfb16H7YK47/pSbNx+ntQB+OHxl/4JTa/+w18K/id4q/4XN4u8IfD34Z+CD4M+HtteTL4g+36ff28o1TT7iERiRUurz7ItsAzNAyIVLDbGul/wVZ+CvxS8a/8ABAj4e+G7Mw+H/Bvg/wCGWna943hdX/tW/ubKytPseki3PSJp382ZySUFmFwCwx+vu3jv+VJNAs8bK6iRWGCCoIIoA/H/APbl/wCCZ/iz9mHwUviWw+M3ja88O+JvG3ww0mytr2G31XU4Xs9aWOKe4ubiFncwfaUEWGG4R4m83IFe3/tV/sYWv7OP/BMT4jeE/GPirS/GF9r/AMQNS8W6VqutPf6VbJqGpanLdWzXaaYjSTtDJL5jRxpHFM6AYiBBH6ITWsdyoWRVkUMGAZAcEHIP1B5p+D7/AJUAfk3+zT+xbPo3wI074jaXFod146+FNwft2peP9C1mDQ/E9ldXEN3rupzNqkEcz6jcKkg+3rE3lxxRwhdgBr2r/gnZ8K7j47/sr/E6XwD4muvhvpXif40+JPEGha5p2g27yXWmG9xFLaRXcJjRZIgAkwQlQAVr74Me4HP8XByvWhU2gY42jA+XoKAPw/8Agn+z/qvhL9kb4Snw9rvxI8W/EJp/FN94e8MahHd3GiaZrUepX9nF4nv7hsQ2kGnwSzSi2iVDNNKHUO5wPob/AIJh6hpH7MPwq/aS8VeFfB/jj4jeAdNufDPh/wALw6XoMpuvGkem+GNM02V7aGZULo91FKryECMZY5IBr9OkiEabVG1fQKMU7H1/KgD8qP2Uv+CNvjD4V/BX4heE/iJqXh/wb4D8d3+n/FZZfCP7jUvhx4ltLxJzp1mWEiz2ENnbwIrHO0+cqoQwavaf+CdPxQ0vVv2SP2iPHzax4k0PwjrnxN8Y+INM1+w0q4e9bS3kRkvbSF4JHkBALIBC+4rwrV927Mn6dOKXZtHXpxwKAPxB/bA/Zv8AiN+038QPhP4zk8ReNfDvgDxF8VfDujeDL/xv4R0ObxPqV3NbXmdauoBYwyR2iBI0jtLsFpgC8gj+RR9sfsH3vi6O18SfCX4qat8YvDPxEj0CWHUCmmWUPhgxl2jOraJqFlYQwI0jSBhFKTLGeGjO0u33HNaJcFfMVX8tg67lB2sOhHv704Z/2vyoA/DLw38BfiJ4o8CeFvDng23+KHiCH43S/F3xLoNjf+L7zSJ3Wa/0Ky0nVdWlaWF7jy7dpLoxykuy3DqB8xFe9f8ABJX9nDxp+xV/wUZtfgvqmsa14g0n4d/Ci+tbzUrfWNWuNF1MSanpLaVcPZ3Lva2N0LdbyIRW7nKwSOAoYqP1SKZcN/EAQDt6D/Io2YOe7dTjrQB+JfwC/Yt8c6R42+B+qN+zNr2hatpfx9u9V1Lx82r5nk03+19WlMk2mH95DA0bqomZQpBQg4kGfpj4d/CXRfBP/BUP4SfD3wNqHi/xNpfwv1bx7438QfbdMuU0/wAIyazDb/Y9OhumiWF0JvboxIkkjKquDgYr9Hdv1/Kjbkf/AFqAPy4/bA/aQ+KXj/4XftEePvC8njjwr4L0fxr4Y+HnhuHw9pj2PiTWRbapbxavqEM2xbgiT7VJbRAnZtt2cEBs1o/DfUvEfh//AIKUfAHQ9L/4au0/wjrj+JJdesvidqMuoaZqLQaZ5to0e6SZUeOYll3FOQpGSMV+m5BH8R/KkIOP4ufagD4N+F/7L2nxf8Ftde8WaVa+PL7/AIQ3wRfSavrniDU7y7she61ewyWumaf537pLa2t7SdvLt/kj+0KG+bitn9g7T7P4qf8ABQ/9qz4or4f1RdLu73QPDfh/WtX0OeyuHFnpxiv4LQ3Eaym3+0KCTH+7kYZBbGa+2SMjv+VGCfX8qAPz6+MXwr8WeLP+Co0fjrT7P9prUf8AhH47Pw5Zppel6Fp/hfR7BpopbqSG6vnMkkcxUGdrdFmZIhHuwqAeC+CPiV8Yrr9n3w34s879q6bxlefFa3sJdQluw3hqbSj4wFq4Nru87yTp2Vy0Q6FidvzH9f8AZn/9VLg56n8qAPiD9u74a/Ez48fFa68I/C2P4s6Lq95aWxfxfcaxDa+C/DUbIV8+K3dXlvrpVyTAiqpcLvkQHn5C/Y8/Y0+L3wh0HXvFPg3U/it8TfBdv498WaNrvh608RW2geIBcQ6zMsWt2TyKkEzyx8SwO8a5UPEedg/Zspj/APVS4+v5UAY/gHcPB2lmWPULeQ2kJeO/kEl2h8tciZgSGlH8RBILZ5NbO8eopNvv+lBTA6/pQAu8eoo3j1FNx9fypdv+cUALvHqKN49RSbff9KNv+cCgBd49RRvHqKQjHf8AQUbPf9KAF3j1FG8eopNvP/1qQrj1/KgB28eoo3j1FIV+v5Ubff8ASgBd49RRvHqKYxCfeYL9cUw3UQ/5bR/99CgCbePUUbx6iqzajbp1uIR9XWk/ta1B/wCPu3/7+L/jQBa3j1FG8eoqomsWb9Ly264/1i9fzqRL63l+7cQtj0ZTQBPvHqKN49RUSzxuPlkRvoRR9oj/AOesf5igCXePUUbx6ioDewgf6+L/AL6WmyalbQn5rqBfq6igCzvHqKN49RVP+27L/n8tf+/q/wCNMPiTTV66lYj6zp/jQBf3j1FG8eorLk8Y6PD97VtNX63MY/rTB440U/8AMZ0v6/ao/wDGgDX3j1FG8eoqCyvIdSgWW3mjmicZV42DKw6cEcVNs9/0oAcOlFAGBRQAUUUUAee/tOfBrVvj78H9T8L6L468WfDfUr5o2h1/w40S6hZlHDYQyqyYbGCCMkZ5FfI+l/8ABLT47+FtPnX/AIa0+LnjLzW3RDUtTbR5Y154MtvHIM8/88uwr76ooA/P9/2IvjB4XzFqXjL9p7XI+9x4d+LunzufUiO8s7XA9txP1qOL9n+z06Zk8SfE/wDbx8MyRgFnvNSN9Fz/ANNbC3uIzjg/e4B9QQP0EprQq2fc5/GgD4F074IfCfXmNk37Znx602+myBbal8So9Nu8+0NzbI//AI7Xpml/8E0LfWLFZrX9pD9qC6t5F+WWH4giRX9wwgx+VfUGveFNN8U2LWuqWNnqVsww0N1As0bfgwIrzDWP2D/hHdXbXlh4H0vwzqTf8v3hd5fD14T2zPYvDIfxbFAHmQ/4JcKsLR/8NF/tVbpCMOfH53Lj0Pkd/elt/wDglsIsD/hoz9qp/wDe+IGf/aFehWv7KuseHGaTw/8AFn4qaRtA2QXupW2uW/0b7dbzSkD1EoY92q2nhD43aPDth8efDfWgrZAvvB11ayuvYGSLUCu7/aEQH+z2oA83/wCHXqk/8nD/ALUv/hfn/wCM0f8ADrmJhz+0J+1Mw/7KC/8A8ar05vHvxe0BlOofD3wnrEK8PLo3itlkYevlXNrGB9PNPUcmo5P2oNQ0Td/bnwx+JukqmMyW+mRawh57CxlmY/io698HAB5uv/BLmzEbL/wvj9p75u4+IcwP4Hy6X/h1tpzQ7H+Of7T8nu3xJu8/yxXoem/t6fCW71WSxvPGFr4dvIyA0HiK0udDcH0/0yOLP4e/oa9I8MePtF8bWa3Oi6tpmsWzk7ZrG6juIz/wJCRQB84N/wAErNJZcN8cP2n2HoPiZep+q4NLH/wSr0ZR/wAlr/afb/e+KOo//FV9RpNvbG1h9R1p9AHyzJ/wSv0aZxn40/tOgDsPifqGD9RmnR/8Er9DilLD4y/tLH0z8Sr7C/TmvqSigD5bu/8AglZoN9b+XJ8Yf2lNud2R8TNQUk/g1Cf8ErdBjG3/AIXJ+0sy9MH4mX/H619SUUAfMJ/4JZeGzFtPxW/aLbndn/hZmpZ/9DqS8/4JgeH721MD/Ff9oryjgFR8StR7e+/NfTVFAHyzF/wSk8L27fL8V/2k1+nxS1YAfh5mKsL/AMEsvDKp/wAlV/aSHrt+KusL/KYV9PUUAfLw/wCCVfhXv8VP2lWHofizrfP/AJHpf+HVXg902yfEr9o6ZT1D/FnXCD/5MV9QUUAfLLf8EoPAsDGRviF+0IvqT8V9cAH/AJMVgfEb/gnZ8JfhP4L1LxJ4j+LHx70fQdIi+0X1/cfFvXVgtI8gF3b7QdqjIyTwBycDmvqz4gah/ZXgrVrrbqTfZrOaXbp6b7t9qMcQr/FJx8o7tgV8FfBjQ4Y/gL+0t4++I3hm38UR+HdSnnvbTxFo1heX2sxWPh7ThIswYNCju0bh0G5VdnB+YGgD2D/h1L8NzM0f/Cw/j/NOq+YF/wCFt66WVT0OBc9D2JGDXG6p+xR8CtF+GXifxfdfGD43ReHvBstzFrl7/wALU1wjS5Lf/XJKom3Ky5Hy7ckEEA5GfXvht8DfEHgb4W67rDaX4D1Lx9r1qBanTdHj0W1s7dgvk2Uk0P72aGBizliQX+YKq5UL8ReKvCdj8SLDx1Jo8ulyaP8ABvWdLHxm1e50+CPUtYuLSS0utVuLeKBsxkxWgjlaQTJIkOEOYSHAPrXTv+CVPw6vbZJI/Hfx+m3ANu/4Wvr4Yg8jgXIA/IVM/wDwSV+H8uM+OP2gBt9Pixr3/wAk13X7BviLxH8Q/wBnXR/GXibUtU1G88bSXOt2q3YVBa6fNcSPYRpGqqE/0MwE5GSxYnk4HtVAHzD/AMOn/h6f+Zy+Pf1/4Wv4g/8AkqnW3/BKb4f2yt/xWXx6cuMEt8V9fz+l1X05RQB80yf8Esfh7NEiSeK/jpIsfTPxX8RDP5Xg9aB/wSo+Gn/Qe+NR9z8VPERJ/wDJyvpaigD5N+IP/BLD4a6H4C128t9e+NC3Frp9xNDJ/wALT8Qny3WNmBx9swcEA8gisH9mD/gmf8O/HH7OPw/17VNa+MV3qmueG9O1G9m/4Wh4hj8+ea1ieRyqXgUFmYngd/Tivq74vP5fwo8Tsei6Tdk/9+Xrlf2L5PN/ZA+FLD7p8HaQR9PsUNAHlp/4JGfCN2LNqHxiYnrn4reJf/k6oz/wSH+D5PzXfxicen/C2PE4/lfivqKigD5h/wCHR3whP/L18YP/AA6/ib/5Ppo/4JE/B/8Aim+LEjer/FDxGx/M3tfUFFAHy1d/8Effg3eRlWk+Ky5Ocr8TfEOR+JvKlj/4JC/BtLdIzJ8UmWMYG74l+ICf/SyvqCgttoA+Xz/wSE+DP/VUf/DleIf/AJMqOX/gj78Fbht0ifFJm6Z/4Wf4kH8r6vp77cm3d83sNp5qYHNAHy+n/BH34IiLa1t8TnHv8UfE4P6X4of/AII+/At02tp3xMbH/VVfFX/yxr6ed9gHXrjiozdDj3z+ntQB8ut/wRr+ApP/ACC/id/4dfxX/wDLKhf+CMnwBEjM2i/EOTcu3958UPFD4+mdQr6oVtwooA+X9L/4I8/AfRmka30Pxx++G1xJ8RPEUoYf8DvjVJv+CK37PMly8v8AwjXjBWc5J/4T/XyPyN7X1bRQB8m/8OSv2dPMDf8ACL+Lyy5x/wAV/r/P/k7Sj/giV+zn28J+LPr/AMJ9r/8A8m19Y0UAfKMP/BFD9nOE8+EvFT+7ePvEB/8Ab2nRf8EU/wBm+OTePBPiJZD1ceOvEAZvqftvNfVlFAHyjJ/wRO/Zulb5/BfiaTHI3+PvELY/O+qRv+CKv7Nzj5vA2uN258ba8f8A29r6qooA+U4/+CKf7NsS4XwHrQHp/wAJrr3/AMm0P/wRP/ZomH7z4e6k/f5/F2tt/O8r6sooA+TpP+CIP7MUpG74b3p28j/irNa/+S6S6/4IffsvXrq03wwaZl4BfxLq7YH43VfWVFAHyOf+CF37Kv8A0SmP/wAKHVv/AJKqOf8A4IQ/so3P3/hPGe//ACMWrj/26r66dio+6W5xxQj7x0xQB8g23/BBb9k20dmj+EqqW6keJNX/APkqpf8AhxJ+ymf+aUqfr4j1f/5Kr65dtoqJb5WJ4b5QCflPfpQB8pW//BDL9le2HyfCmHrnnxBqrfzuak/4cffstoxYfCqHPtr+qf8AyTX1dDL5y598U6gD5Ri/4IifstRE4+Eem5PUtquoNn87imn/AIIefsqiRm/4U/pDbjk51K/IP4efivrCigD5PP8AwQ6/ZQKBf+FJ+GtqnI/0i66/9/afF/wQ/wD2UIjx8EvCrf773L/zlr6tooA/On/goh/wR2/Zl+G/7GfxC17w/wDBvwvpOt6bpvm2t7ameOeBvOjGVYSZBwTXuFx/wRM/ZSuXy/wN8Ft9IpR/7PXUf8FRA7/sGfEhY/vSadEn53MI/qa99DfNigD5UP8AwQ+/ZNJ/5IX4LP1jl/8AjlSR/wDBEj9lGJNq/A3wWoH/AEyl/wDi6+qKKAPlf/hyV+yiP+aG+CT/ANsZf/i6t6D/AMEZ/wBlzwxrlnqVh8EfBdvfWMglglEDkxsOhAL4/Ovp2igD5Zu/+CKH7KeoX8l1cfA3wTNcTOZHkeCRmZickn5/enH/AIIp/spm1MLfAnwG8LEEo9mzLkdOC1fUlI7bRQB8sR/8ESv2TYmyvwB+Hat3I07BP61In/BFD9k0Nn/hQPw5/HTB/jX09Bex3MjKjBtjFWx/CR1B9/b3qagD5g/4cufspn/mgnw5H/cLH+NWR/wRy/ZbC7f+FE/Dnjp/xKk4r6SkuVjbnP5VHJqUcL7WZVb0PBPBOB6nAPSgD5x/4c6/stj/AJoT8Of/AAVJUh/4JAfsvyqVb4E/DfaRjnSI+lfSEb70DevNOoA+aYP+COP7LNpC0cfwH+GwRuq/2QnNC/8ABHP9lhH3L8Afhfu/vf2HDu/PGa+lqKAOb+FHwm8N/A/wLp3hfwhoeneG/DukRGKy02whENvbKWLEKo4HzEn8TXSUUUAAORRRRQAUUUUAFFFFABRRRQAUUUUAFFI33a8y/aa/ai0T9lz4R+LfFmsWetahF4T0mbVpLWysZZJLxUXIjjfbsLscADd1POKAPTiM0wwq3UL7cdK8S8LftxaH4t8ceMNDg8PeN45vB66f5kh8P3b/AGt7uETKiKI8gxqfn3YHcEgVa139trwnov7RDfDkSTT6lYaRfazrVyFKQaBFbQ2s4ExYZZpIruNwE3EBTuxkAgHsF3YxX8TRzxRzxsMFZF3KfwPFef8AiP8AZI+GXih2ku/AHg9rlm3faItLit7gH1EsahwfcEVz3wI/bj8DfG/wF4P1j+2tH0HUPGwj+waLeatbPqG+UStHE0cbkiRkiLbeo5BwVIHs9AHkM37Hmk6cAfDvij4i+E3Vty/2f4svJ4UPtBdNNBj1Hl44FEnwc+K2gy79H+MS6kAMCLxP4VtLxT/wKyaybPbPPHbPNevUUAeOS698cvDaH7R4d+GPiQA/6628Q3ujtJ7+VJaXIX6eafqKfpn7SXiHTYdniD4Q/EjTXjH72eyNhrFqW7+Wbe5aZgP9qFD7V6+VBpPLXdnHNAHlj/tkeANN/wCQ3qmoeES3T/hJdIvNFVvo1zEit74JxXYeDfi/4X+I1v53h3xFoOvR4zu03UYbsH6GNjXR+Wu0jHB6j1rhfGv7Mnw9+JF21xr3gfwnqtyy7fPuNJgecfSTbvH4GgDu931pN4/KvJ4P2N/CugW3l+HdQ8aeE9uPLGkeJb1I48dAIZJHhx7eXj8OKsJ8FfGugg/2X8VNcul7R69o9jfx/iYY7eQ/i/50AepZ5orySA/Gnw5tdR8M/FUI+8gN9obn6Em7X9B+HdJvjr8QPDtuzat8GfE140Y+Y+Htc0y/U+6/aJrVz9NmfQGgD1yivHZf21/COjw7vEFh458JOMCQav4S1OKKE+jXCQNbH1ysrD3FdV8O/wBo7wH8WWK+GfGnhfXZFYq8dlqkM0sZHUMgbcp9iAaAOwv7WS6gZY5PKZgdr4yUOCAR9Cc815H8Sf2N9N8f/syax8LbXxBr3hzSdfjuI9Sv9PkRr6+F07teeY8quCZzJLuIAK7/AJSuBXsW9QB83Xp70eYoP3h60AY+qeFJL7w1NpsF9dWHmwC3S5t2xPCu3blSejY6N2PNeW6j+wT8PdU1O2VtDtLfRI9Oh0y70m2DRQazDFNJMkd8Qd11GJJZHKSEq7SyGTzN2K9r3D+lKDmgDz79n39njTf2bPBsnhzQtT1680GG4eTTbHUr03MeiQH7tnbEjctvGOER2bYMAEAAD0GjNFABRRRQAUUUUAc78XCB8KvE25dyjSbrI9R5L1yP7EoK/sc/ClWO5l8HaQCfX/QYa674tts+FfiZsbsaTdHHr+5euR/YlTy/2OfhSudwXwdpAB9f9ChoA9QooooAKKKKACuZ+K3jW0+HvhVtUvtQmsbeFwoEFt9pnuXPCxRxAFnkY4AVAWJ7YzXTVDejCBtoZ1zs+pGPwoA+DPgT+09c+Gfgn8Qf2h9c1DWrh/iBqCXljojXNql1pOmW0rWVnZi3c7UuBueSbB5kkIywUV9ufDnw/eeFvC0NjqGtan4iuoXdnv8AUEhS4l3MXCkQoiAKGCjC9FGSTkn5V1v9hrxha/sB6Z8N9P8AJuPFEhihvmn8R3kVlaxm+Nw7RqCyttTgIVAPTIr7CtgwL7lxyOex4HSgDA+Lni9fAPw61XWXa6A06BpgttB588rdFjjjwdzuxVFXHJYV+c/xZ8X+OpPCVz8OdP1rUbpfifqtiPE0Omanb6hZ/D3+1buzN5bzXJEc1tClu0hheFnxJcMMIFiz+lvij7eNAuzpa2zakIm+zC4Zlh8zHy7yvO3PXHPuOtfJl7/wTt1aTSfib4T03xXqVr4e+NULSeOtQuPLkna9nEi3V3pkWwrbzyQtHEpbMcP2eJwkjhiQD2z9j/4t6x8dfhAvifU9K0/RbS8v7y10m0triS4Jsra5ltoppHZVBMwi80AKAEkQEkgmvVq8l/Y0+Ffiv4G/AvSfBXiiTw3ef8InCukaVfaPHJCuoWEKhIJZ4XGIrgoAJFRmUsCwI3bV9aoAKKKKACiiigAooooAKKKKACiiigArmviBF9stoYZLHW7yHJkY6beG1aMqCfmZZozg9MZIOea6WuV+JaeJJ9LFv4X/ALNt9QnDL9vv8vFp4xxIIl5lb0Uso6ZOOCAfIvwM+NNl8ff2l/2ivh1qGjfE3xND4avLWK206fXFhsobUWEUEsCOL4ZZ7uK43EjAJyT1r7L+HqNF4H0lJNNuNHaO0jU2M06TyWeFA8syIzK+3puDEHHWvnLwD+yB4s/Zk+LI8QfDuPw34jsb7wwNL1ZvEerXFlfX+p/bri8k1F5IbeZZDPJcyF12oFIUKNuAPdfgLo/izw98IdA0/wAb3ul6l4qsrRIdSvNNR47W5mHVo1cBgMY6jrmgCp+0d8Qbz4YfCPVtY02zvtS1SCMJY2VpF5kl7cO6pHHyDtUsw3uRhE3OeFr4B17xDrWn3/h/4a6f4kvta+H8fjXT9R8QazBqi3+jaBKl0uq3OmPc+TBMsRuZLW1t/Kd0MMzhkVoyg/Rr4hWutXfhi5h8P3FrZ6xIu22ubqMyw2xLKC5T+JlXcQuQCRgkda+S/FP/AAS1XXvhZ8QfhVYeK9e0P4V/EKZNT1oSumoalcX8mXu5rZmUiBbm42TTZz8wcRLCGyAD6S/Zh8b658U/gl4f8U69FYWl14ktk1OK1tA+y2t5VDwxln5dghGWwASeBjk+hVw/7OWgeMPCfwg0nSvHNx4au/EOlq1pJcaDBJb2NxCjFYHWKTmJjEELICVVtwUlQK7igAooooAKKKKAPC/+ClKCT9iPx8rfMptIMg/9fUNe5D/Wf59q8J/4KbL5n7DPxBXdtDWcHPp/pUFe7D/Wf59qAHUUUUAFFFFABXn3x7+IniDwX4Puh4X0E61rUkRMMlxcJbWFn282eRmUkDORGnzPwMrncPQa8z/a9+C95+0B+zx4i8I6beWmm3us/ZglzcxvJFGI7mKVtyoQxyqEYB6mgD5t8DaT42/Y91qGTwD4f8RfE6bxxfS6p4ztdY1zTtPutU1JlaWfUdO3XDqkkigL9iAWIJHHh4trs/2jod/LqWl288lrPaSTRq7QzEeZET/CcZGR7cfWvLvHfwC1bxt8Wvhv4hkuvDMdl4L1S51KW3TSZI7icy2M9soSTzWClTMGJI52164i4+vegDzj9rTV7HQP2b/G15qmiahr2l2ui3c97aWFyttdSRJEznypGI2yDGVYHIYA9q8a+Okt9oHiT9lW0trbVpltvFKWw+2agGuLhV8P34Xz5P8AloxIVmJHLDOM4r3/AOP3w7uPi58D/F/hWz1AaTd+JdGutLhvjF5os3miaMSbMjdtLZxkZxXmNt+ypqOj2vwajXXptWuvh/rp1nWdS1Fy1xrUr6bdWjuoAwp3zgqgCqiqFHAoA9i8G3+qajpEUmrafBpd7ukDW8V19oVVDkId+BklcEjHBOK26jgXcmSOTUlABRRRQAUUUUAGaK88/ZS+JN58Xv2f/DviPUNQ0/VLzUo5mkurJFSCXbPIg2hWYcBQOCeQa9DoAKKKKACisvxd400nwFoU+qa1qFrpenW2PNubmQRxx5OBkn1zXGyftdfDGOIyf8Jx4dZF6st0GA+uOlAHo1FeYp+2h8KZB8vjzw6w9Rc5p0f7ZHwtmfavjjQWY9hPk/yoA9MorzU/tifDEE/8VpovH/TQ/wCFO/4a9+GYGf8AhNNDAxnJmOP5UAejucIa+Nv+Ck/gzxN8Qfiz8PNOs5tUXwzE1xc3M6aZYSWmgTom3+0Vnu7uJVvhHK0dsGjkWNnkmIJQV7+f2xfha0DOPHnhnavUm8WuW1b4wfs+eI/HVr4s1DWfhrfeJLK3+yW2q3X2eS8tos5KJIwLIpPOARmgD578WfDjxf8ABH4gQ65a6v4l03Wvid408IrceIYNahuYdYgM/wBnfSjCyM48iygLNKPkm813BDErXIftc/AGy1L9sSG6vPhZoccF1p3ijXLjXfE95bO+vTQtpCwznyn3QWVtHHEu6Rg5iEiCMMwJ+r/EXxZ/Z78VeNtB8S6pr/w91DX/AAxI8mk381xFJPp7OjIxjPUEq7DPbccVJ4p+NnwD8d+KNL1rV/EPgjVtU0SGe2sLi4lWZrSOcxGZU6gB/JizxzsX0oA+Pv2ZP2dV+H/xt+Cd04uo5/E3jO6vtPhurP7Nc3GmadpWqvLqM0XWGS81DUZbrY33Y54EOCMV+mtfPNl8Rv2cdB+NF98RbfUfBMPjjUbEadc63Gv+lS24YNsLAcZKrkjltq5JwK7Rf22vhQ448daH/wB/G/woA9SorzNP2yfhfIoK+NtFIPQiQ/4U6P8AbD+GMp+XxpovHrIR/SgD0qivOn/a3+GsbbW8aaGD/wBdv/rUJ+1x8NJJNq+NNC3f9d//AK1AHotFedSftb/DSPr400P8J8/yFJ/w1x8NP+h00P8A7/8A/wBagD0akK5Oea86P7XXwzA/5HTQ/wDv9/8AWpp/a/8AhmIt/wDwmGksvqCx/wDZaAPSMc00JgV5r/w2P8Mv+hv07/viT/4mkf8AbJ+GMeM+L9O59ElP/stAHpfl/wC0351y/jv4GeDPimf+Ko8J+GvEnGP+JppcF3gDpjzFOMdqwR+198My2P8AhNNFz/10P+FSj9rL4btCZP8AhMdF8sdW804/lQBmR/sW+AdJjkXQbPXPB/mNvK+HNevtJhDevkwSrF+BQio7j9nvxL4fjVtC+LPj6Epj9zqcdhqkDD0bzIFlP180GtmP9qz4dTIGXxdo7KehEhwf0pT+1T8O1+94t0mP3kcoD9CQM0Ac+ug/Gzw0v+i6/wDDPxNGMfu7rRL3R5XHfMkdxOoP0iqe3+LPxP0aYpq/wm+3Io/13h7xLa3QPqdl0LUj6Ak1oj9rz4a/9DZpv/fMn/xNH/DW/wAOShZfE1qyDqyW8zKPxCYoAyv+GutM0ttviDwr8RvC7L/rDeeFbu7hQc9ZrMTxAcZyXwM9a2/Cv7V3w08bTxw6X4+8IXN1Idv2X+1YY7oH0MTMJFPsVBqi/wC2J8NIC27xRBn0FtcH+SVn69+0D8HfHtpJb6pqWgavBIuGivdOadCPdXjIoA9ahvEuIlkjZZEcZVk+ZWB6EEcGnGdVPPHOOa+ZL/RP2Z2lb7C2ieHZZSCW8O3F5ojFugybJoj+tSJqHgvRrzf4Z+OHxA0UcAQS3Z1yEAf9f9vcOP8AgLg+4FAH03RXzXcfHjXvDVtusfix4J14K33NY8KXdvIw9PNt5QoPv5J+lRN+3D4g0CyabUNA8H6xtX5RofiK582U+0dzZRL+HmmgD3X4wz/Z/hN4ok/556Rdtz7QvXI/sQsp/Y3+Euw7lHgzR+f+3KGvC/ip/wAFXPANr4N8RaP4g8L/ABX0G8m0i6XcfB93qVmCYWHNxZLPHgZ+8zAAc9Acdx+xr+1L4Bsf2R/hdDJ4hjVofCOkxkfZLj5SLKEH/lnQB9HUV52n7V/w/kfaviFC3/Xpcf8AxFQzftffDu3fa3iBs5xxp10f/adAHpVFeYv+2T8N42VW8SbS33c6fdDP/kOpB+1/8OixH/CRcqMn/QLr/wCN0AelUEZrzeL9rj4ezvtXXnZuuP7Ouv8A43Un/DVvgL/oOSfhp91/8boA9C2c06vPx+1D4HYZGsTEDkkaddcf+Q6hP7WHgPdgaxdtnuuk3jD8xFQB6MRmkC4rz4/tTeBxB5n9q3hX20m8J/Lys1FJ+1n4DiHzarfr9dGvh/7RoA9GZd3r+FLXmZ/bC+Ho/wCY1df+Ci9/+M03/hsX4d7go1q8Zj0C6Petn8oaAPTqK85tP2sPAl6yrHql+xbpnRr0fzhqO5/a68A2szRtqmp70OGC6Ffvg/hCaAPSqK81i/a58CT/AHNQ1lvp4e1H/wCMVIP2rfBJ6XWun6eHNS/+MUAejUV52n7VPguRsLc69n/sXNS/+MU2X9qzwVB/rLrXk7ZPhvUgP/SegD0aivN/+GsvA+M/bNcx6/8ACOal/wDGKjX9rzwGzBf7Q1jJ6f8AFPaj/wDGKAPTKK8vX9sfwA4P/Ew1zglefDepjkf9u9SD9r7wGU3C+1wqfTw5qR/9t6APTKQrk15p/wANe+Bf+fvxB/4TGqf/ACPT4v2s/BcyllfxSwXrjwnq3/yNQB6Rt+tKBivOY/2q/B8oyv8Awlh/7lHVv/kamt+1d4NRsFvFQPp/wiWrf/I1AHpBGRSba83T9rPwW6swfxThOpPhPVhj/wAlqe37Vng1FJMnibjn/kVdV/8AkagD0VV2ilrzeL9rHwXMm5ZPFDf9ypqufy+zUp/at8Gj+LxSPr4U1UfztqAPR6K80n/a28F2ygu3ijnpjwpqp/lb1HH+2B4IlUlW8WNjsPCGrk/+k1AHp9FeZp+1p4QkHy2/jhl9V8Ea0R/6S1LH+1T4VmPy2fjw/wDcja3/APIlAHJf8FKbT7d+xF8QI8Md1lCTjsBcwk/oDXuQ/wBZ/n2r5T/4KE/tP+Gb79jbx/BFbeNo5ZNPVFM3gzWIV3GaIDLPahRyepIr25P2mPDMnmf6J42UxnDbvBesrz+NqKAPQKK87b9qHwssZY2/jIAf9Sjqufy+z0RftQ+FpRxb+Mh7nwhqw/8AbagD0SivPf8Ahp3wqf8Alj4t/wDCT1T/AOR6Yf2pPCo/5d/GP4eEdVP/ALb0Aei0EZrzo/tR+Fwpb7H442r1P/CF6x/8jUkf7U/haRtos/HP/hFaz/8AItAHooXFLXm8X7VPheaZkFj4+BXqW8C62qnnHBNpg/hUy/tO+GWbH2Lxzzx/yJWs/wDyLQB6Eeabs9zXBv8AtJeG4x81r4yX2bwhqyn9baon/ae8MR8m18abf73/AAiGrbfz+zUAehgYFFeff8NN+F9it5Hi7Df9Snqn/wAj0kv7TvheHrb+MD/u+EtVP/tvQB6FRXna/tP+GnHy6f46b6eCtYP/ALbUp/ad8OBd39m+Pj9PBGsn/wBtaAPQ6Kz/AAz4mt/Fmj299ax3sUN0m9Eu7SS1mUdMPFIquh/2WUEelaFACKoRcKAo9AKWgj3pMH1oAWikwfWjB9aAEMat1FGwY7/nS4PrRg+tAC0EZpMH1owfWgA2Y/vfnQFx6/nRg+tGD60ABXPr+dKBgf8A16TB9aMH1oAXFAGKTB9aMH1oAUjNGKTB9aMH1oANufX86XH+c0mD60YPrQAuKNuD/wDXpMH1owfWgBSMiikwfWkPHf8ASgB3Wk2Cmo/mDhh+FOwfWgBQMUbaTB9aMH1oAXFN2f735mlwfWjB9aAE2Z/vfmacBikwfWjB9aAFxRikwfWjB9aAFxSbee/50YPrRg+tAC4oxSYPrRg+tAC9aMZpMH1owfWgDnvizF5vwt8TRqdrNpN0Bz0zC1c7+yGyt+yn8Mdi7U/4RPSsD0/0OE11HxJi834fa+ufv6ZcLn0/dtXI/scZb9kj4XnPXwlpP/pFDQB6VSbfr+dGD60YPrQAbcev50oGP/10mD60YPrQAu3/ADmjH+c0mD60YPrQAuKTbz3/ADowfWk6fxUAOK5//XSBcev50itu6MD9KXB9aAFoPNJg+tGD60AJs5/i/M0u3nv+dGD60YPrQAu36/nSbPr+dGD60YPrQAbfr+dAXB7/AJ0YPrRg+tAC4/zmjFJg+tGD60ALim7Bnv8AnS4PrRg+tACeWP8Aa/M0pXPr+dGD60YPrQAgQD1/OnY/zmkwfWmPMEP31+hNADygYf8A16XH+c1HHJ5n8X5U/B9aAApn1/OgoD7/AFowfWjB9aAEWFVOQqjPXA60oQCjB9aMH1oAQxq3/wCujyV9/wA6XB9aMH1oA8Q/4KN4tf2JfiJIuQU0veCDyCJoyCPoa9s8pWk5UHHr2rxH/gpKcfsOfEr20d2/KSM17gOrfWgA8tc5xz60pXIowfWjB9aADb9fzpcUmD60YPrQAFAR0H5Unlr/AHRS4PrRg+tAAFC0pGaac46/pTRLk/eXpn8P8/yoAcIlUcDH0pdmPX86aJAf4hn0p2D60ADIG6/zpdv+c0mD60YPrQAhjUnpQEC//rpcH1owfWgBFQJ0/nTqTB9aMH1oAUDFFBOPWk3exoAWik3exo3exoAWik3exo3exoAWik3exo3exoAWik3exo3exoAWik3exo3exoAWik3exo3exoAWik3exo3exoAWik3exo3exoAWik3exo3exoAWvln/AIKha94k8T/Bxfh74B8Zp4E8deJLe51ex1kXKQyWqaaY7kJ8xHyz3AtrdsHOyaQjOMH6l3exrz7Qvgm+kfHLXvHEniDxBfSa3p1vpi6ZcfZ/sNhFBJJIpgCxiQMzyuXLs275cj5RQBj/ALDX7TFj+2H+yZ4B+JViPLXxZpEF1cwEANZ3QXZcwMB0aOZZFI46dBXrVeR/stfspWX7KkXi600fXvEGpab4t8Q3fiVrPUPsxg025u5PMnS2EUUeyIvk7DkAliMbjXre72NAC0Um72NG72NAC0Um72NG72NAC0Um72NG72NAC0Um72NG72NAC0Um72NG72NAC0Um72NG72NAC0Um72NG72NAGJ8SZPL+H+vMOq6bckf9+2rj/wBjB9/7IXwrY/ebwhpJ4/68oa674nNt+HHiJjnC6Xc/+imrjv2KpA/7HnwoYc58HaQRx/05Q0Aen0Um72NG72NAC0Um72NG72NAC0Um72NG72NACkZr5/8A+Cifxl8VfAv4OaTrXg3S7rxHrH9v2ULeHbC7NtqniW3Yv5tpZPtP+kbQZRnaNkMmWX7w9/3fWuH+MvwSs/jDceHbqa7vtL1TwjqQ1fSNRsnQTWs5hlgcFZEdGR4ZpEZSDkN2xmgDyr/gnT+0TH+0r4J8YasLzXo207xTdWKaD4gheHXPCiLDB/oN8j/N5u7fKpy6lJVxI+M19HDpXCfCb4I2Pwx8QeJNa+0XWpeIfF95He6xqVykayXZihWCFAI1VVSONAFXHGWJJJJruQdo6GgB1FJu9jRu9jQAtFJu9jRu9jQAtFJu9jRu9jQAtFJu9jRu9jQAtFJu9jRu9jQAtFJu9jRu9jQAtFJu9jRu9jQArdK8x+O+i6ldajo2qXXiy38M+A9CF5eeKR50tnNc2ywfuiLqN1aFY33O5yAVGMivTCcjvXlP7U/7K9r+1f4Y03RtT8V+OfCtnpeox6mr+GdTSyluZY8mNZt0Th41Y7thGCyqSDgUAcj/AME0/Efj7xZ+z7d6l4+fV5Fv9f1KfwvJq8LQ6pL4fM5/s5rxWAbzzFyS43ldhbk19DVwf7P/AMD7f4B+E7zS4dc8UeJJtQvpNQu9T8QXovL67mdUTLuqouAsaKFVQAF967vd7GgBaKTd7Gjd7GgBaKTd7Gjd7GgBaKTd7Gjd7GgDwv8A4KXs0f7C3xOZF3SDQ5QB6/Ole6L1b614V/wUydo/2EPihIucx6HKen+2h/pXugOCfrQA6ik3exo3exoAWik3exo3exoAWik3exo3exoAH+6a+XPAHxZ8QeCfjP8AtUCfVtT12z8A2ul3+j2d/MJIrPOjG5dEAC4V5Rk45JOa+oicjoa818J/s3aX4R+JPjbxRHdapf33xCW2Gt217JFJa3X2e3+zxqEEQ2ARcHB+bOTzQB83/Cj4veK/Cs37HOqSeKNb1qb41WskHixNRuDJHfSSaBPqiSJH9yBo54lUCNVBjyuK+20+7Xinwu/Yk8L/AAx1bwBNb3Gu6hZ/Cu2uLTwlZ310skWhxzwmBwpCh5CsJMKmRm2pkDqc+1Kdq96AHUUm72NG72NAC0Um72NG72NAC0Um72NG72NAC0UUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFNMoFADqKasgbpTqACiiigAooooAKKKKACiiigAooooAKKKKACiiigDmPjXc/ZPg74sl5/d6LePx2xA5rnP2NLf7H+yH8K4fl/deD9JQkdMizhH9K6L43jd8GPFw/wCoJe/+iHrnf2Nl2/sk/C/5t3/FI6Rz/wBuMFAHpVFFFABRRRQAUUUUAFFFNeQJ1oAdRTVlV+hBp1ABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUE4FN80ZoAdRUf2mPH3l9etSA5FABRRRQAUUUUAFFFFAHhv/BSrb/wwn8Tty7kOjMCPUb0r3Af6z/PtXhP/BTiNpf2EPiYq5/5A5PHX/Wx17sB8/8An2oAdRRRQAUUUUAFFFFABRQTgU0Tqe/fHWgB1FNWVXp1ABRRRQAUUUUAFFFFADSFZvf60FFA/wDr0oXDZpWG4UANCq3/AOujyx/k0qrtFLQA3yx/k0eWP8mnUUAN8sf5NHlj/Jp1FADfLH+TR5Y/yadRQA3aucf1o8sf5NGz5806gBvlj/Jo8sf5NOooAb5Y/wAmjyx/k06igBvlj/Jo8sf5NOooAb5Y/wAmjaucf1p1N2fPmgA8sf5NfJ/jf4i65af8FS28HnWPGUnhSb4X/wDCQNpWlSsY1vV1V4fOwoyCYlCYBwSRxk5r6yrxTW/2Vb66/a2m+Llj4tvLPVZPCn/CIppzWEEtnHbG6a5MmTiQyeYQeuMDGOtAHM/8E2fjH4i+L3w/8fHxNrUmoXGg+OtU0zT7HUBGmuaHp6mNre11NEAVbnDM46kwyQkszEmvo8Ip/wD115Z+zf8Asp6H+zrqfjbVra81LWvEvxG1v+3/ABFq9+yedf3IhjgjASNVSOKOKGNERRwE5JJJPqqjaKAG+WP8mjyx/k06igBvlj/Jo8sf5NOooAb5Y/yaPLH+TTqKAGgK3/66PLH+TQqbTTqAG+WP8mjyx/k06igBvlj/ACaPLH+TTqKAG+WP8mjyx/k06igDl/jXGrfBzxavTdot5n2/cPXN/sZfP+yB8Kdwwx8HaQSPQ/YYa6j4xxrJ8JfFCt91tIu1P08h65X9imVp/wBjv4Tu3328G6OW+psYDQB6Z5Y/yaPLH+TTqKAGgK3/AOujyx/k0Km006gBvlj/ACaPLH+TTqKAG7AP/wBdeaftM/DzxP498M6evhjx/qHw3ax1CO+1PVrC2tp7l7OKKctCouYpYQrSGIsXjPyI+OcV6bXG/tDfCWH4+fAnxp4FudQvtJtvGehXuhzXtkQLi0S5geFpI88b1D5GeMigDzX9gOTxl4n+E7eLvE3jrX/HGk+NJE1Xww2rafp9nc2elNEht2kWzt4VMk2WmIIO1XReqtn3rCk+/wBaxfhv4Mh+HXgLRPD9vK01toWnwafC7qFZkijWNSQvAJCg4HFbWz580AHlj/JoAVv/ANdOpqptNAB5Y/yaPLH+TTqKAG+WP8mjyx/k06igBvlj/Jo8sf5NOooAbtXOP60eWP8AJo2fPmnUANAVv/10eWP8mhU2mnUAN8sf5NHlj/Jp1FAFe72iJuuO4B5NfIPjv4i/Fz4a/Ff4H+Hp/Elh4i8deMvGN+fFfh6wgWbTLfwov20m/X9ws8BgUafGrs4V55mT94GBH2FcJvX8Rmvm3wP+wRr/AIS+M154wm+OHxO1WPVtdTXNR0i5ttIS2vvKJMFo80dotz9mi+ULGJsYBzncxIByHiz4r/Er4UftYfBPwfqXjBZ28ZeJdal1y4udEFloN/pf2S8ns9MsnYFm1BCLYqqykslvcuwI+U/YapleevevmXTf+CcWmw23wv0vUvE/iHXPC3wh8TSeMNC02+l867vNSKziF7y8dmeZIPtMzIqrHk7N2/aAfptPu0AJ5Y/yaPLH+TTqKAGlFA/+vQFVv/105huFIq7RQAnlj/Jo8sf5NOooA8S/4KMKq/sR/Eos21V0WRsk8cOh/pXtZw3FeI/8FJT/AMYJ/FD/ALAcv8xXtwXDZoAPLH+TR5Y/yadRQA3yx/k0bVzj+tOpuz580AHlj/Jo8sf5NOooAhnlW3Gf0z+dfFPjD9oP4k/s8/tH+C/D3ibxM2r2ul+CPEfiDxV9o0eOxsPFc9qiTW8GjjBc3MSszSxq5URKSwYkEfaWtaYuraXcW7MyCZGjJVtpwRg8jkfUV89+H/2AdNi134YPr2vat4m0b4OWt1beHNOvcM073Nq1m9xfTszNcyC2eVBxGuJnJDHGADz34RfHvx5pMn7Heoa14gm1y6+PUNwvieKURLaxTSeG7vWY3tUVQYxG9sYVUEgxyEsHYBx9nKmR3/OvAfhR+wjpfw2vfhTDca9rWuaT8EIZoPBlvdiMSWYls5LHdcyLzPJHaSyQIwCYV2LB2O6vf0+7QAnlj/Jo8sf5NOooAb5Y/wAmjyx/k06igBoCt/8Aro8sf5NCptNOoAQk56frSZb+7+tOooAblv7v60Zb+7+tOooAblvT9aPM9v1rI8dT6vD4duP7Ct9OutU2/uIr66ktbdj33SRo7gfRTXBx678YjH+88N/DFWAyoHie+xn/AMAKAPU95H8P60bz6frXkba38am+ZfC/wp9seLdRx+mn0ja98cdv/Ir/AAoP/c16l/8AK+gD13zPb9aNzen614//AG/8cv8AoVfhT/4VWp//ACup0Wu/G5iN/hf4TMe2PFOonH/lPoA9ey3p+tGW/u/rXkza98cEH/Iq/Cg49fFeoD/3HGo/+Eh+ODt/yKfwnP8A3Nmon/3HUAeuh89v1o3HPQfnXkL698c88eD/AIT/AI+LdS/+VtOPiP41sBv8J/ClPr4u1Bf56bQB65v57fnQXI7frXkZ8S/GuVGU+F/hMztwFHi6/wAN9f8AiXVC2ufHUH934S+EKj0PjDUh/wC42gD2IOT2/WjefQfnXjo1347gZ/4RP4Sfh4u1M/8AuOpya98c4ZWz4T+EoXAwf+Ew1LJ9eP7N4oA9gDk9v1o3N6frXkS6/wDG0H/kVPhSf+5t1H/5W09/Enxx3fL4P+FJX/sbdR/+VlAHrWW/u/rRlvQfnXkS+J/jkWx/wh3wp+v/AAl2pf8AyspW8RfHBgP+KO+FP/hYagMfnpooA9cBb0/Wgsw/h/WvJ4vEnxqwfM8L/CuNs8AeK79v/ccKJvEHxke2LDwz8K3m7K3iu/EZ/H+z/wClAHrAZj/D+tG5vT9a8jXX/jYkStH4U+FBfuo8W6gVH/lNoXxH8bFz/wAUp8K8/wCz4u1Af+400AeuZb+7+tGW/u/rXkM3iP47Z/d+DvhOy4+Yv4y1FWH0/wCJXQnij45svPg34V57bfGWokfn/ZVAHr2W/u/rRuI7frXkq+J/jcV+bwf8MM98eMr3+umCopfE3xyf7vg34U+2fGN9/wDK6gD1/cT2H50Zb+7+teQxeI/jmAd3hH4TDnjHi7UP66b/ACoTxP8AHLzMt4T+E6x92/4S3UePwOmf1oA9eDn0H50FiOw/OvJV8S/GhZM/8Iv8KD7/APCXX/8A8rqQ+I/jYq7l8H/C3nuvi7Uef/KYaAPW9x9P1o3E9v1ryCDxP8bgzeZ4K+FTEnjb411E4/PS6mk8R/Gjfz4M+F6/TxpqH/ysAoA9Z3N6frRlvT9a8j/4SL41If8AkUfhjn/sc7/j89NIqQeIvjcPveD/AIVqO3/FYX5/9xtAHdfFKPz/AIZ+I42UfvNLulwT/wBMmrk/2NEEP7InwrVRjHg/SBj/ALcYa5X4na/8apPhz4gDeE/hcF/su6BK+Lr7IHkv0/4l45/L6jrXN/sgeIPjBJ+yd8Mjb+Ffhu0MfhDSfKL+Jr5WkH2KHGR9g+U4wcZODkZOM0AfTAZiPu/rRlvT9a8sl8Q/GXyct4V+GKnPIbxVfbfz/s+qzeJPjgD8vg/4VsvYr4v1EZ/8phoA9c3N6D86CxHb9a8jh8RfGqKJ/O8G/C9nPKbPGOot+edM4og8T/G37I3/ABQ3wzaXPGPGd+B+babmgD1zeR2H50Zb+7+teSv4j+NAfK+EPhjnHfxlf8f+U4iiPxP8bmY7vCHwrVex/wCEwvyf/TaKAPWst/d/WgyY7frXlJ8SfGkj/kUPhj9T4svsf+m+ol8QfGwOp/4RH4V/h4vv/wD5X0Aet5b+7+tBcjt+teTt4j+NgH/Io/C0/TxffD/3HVH/AMJJ8cG+74N+Fp9N3jLUBj8tLoA9c3N/d/WjcR2/WvIz4p+NSfe8FfCrP/Y66gP/AHFU1vFvxqC8eCfhTu7f8Vxfj/3FCgD14OT2/Wjec/d/WvJLfxL8anIaTwj8L05/5Z+M79/56aBSr4l+NPmtt8IfCtV7M3i+/wBx+o/s2gD1rcw7frRuY9v1ryd/EfxvA+Xwf8KW+njG/wD/AJW1DD4m+OMYwfBvwq98eMr7/wCVtAHrxcg/d/WjcfQfnXkq+J/jZu+bwf8ADPH/AGOV7/8AK2iXxP8AGxOf+EK+F+3tv8aX/wDTTDQB61lv7v60bjn7v615MfFnxpx+78E/C3/az43v/wBP+JTSHxX8aZR8vgf4YN/tDxtenH/lLFAHrW8+n60bm9P1ryU+I/jYHy3g34Xq3/Y63/8A8rcU7/hJvjUB/wAil8LV9d3jG+I/TTKAPWMt/d/WjLf3f1rydfEfxt/i8I/Cn2x4wv8An/ym0P4l+No+74P+Fbf9zhfD/wBx1AHrGW/u/rRuJ/hH515H/wAJR8cdvPgn4Xt7L4zvQD/5TaF8VfG7t4H+F27/ALHW/wA/+msigD1zJ/uj86CxH8P615PL4u+NW1P+KF+FuR1z451Af+4imyeLfjYfveCPhYrdh/wnF9/8qxQB61uOOn60Zb0/WvIh4k+OTp/yI/wt+jeNb8j/ANNlPg8Q/Grd++8G/CxOOdnjC/Yg/wDgtFAHrWW/u/rRlvT9a8oHiP41f9Ch8L9vbb4tvj/7j6X/AISH4zP97wf8Nfw8VXv/AMr6APVtzDt+tG5vT9a8pl8SfGgP8vg/4asv+14wvVP5f2d/Wj/hJvjIE58GfDNm9P8AhL9Q/n/ZhFAGP/wUkbP7CnxRGMf8SGZvbAK17eS3p+tfHX/BRzxB8ZJP2HPigLjwb8N4rdtAnDvb+L7+SVRuTkKdOQE4zxvFe4z+JfjEzzbfBfw06nZnxjffhn/iWD9KAPUw5PYfnRlvT9a8ji8RfGwrtPg34Xc9R/wmd+2fz03NSDX/AI3R9fB/wrVf+xvv/wD5W0AesZb+7+tGW/u/rXlkfiD40Mfm8I/DIf8Ac133/wAr6kXX/jE3Twv8M2+nii+/+QKAPT8t/d/WjeT2/WvLZfEHxmWTC+E/hmy+p8V3q/8AuPNRyeIfjIEz/wAIf8N2bPJ/4TG/wfwXTif0oA9Wy3p+tBOP4R+deVQ+JfjEc7vBPw2ZccbfGV8D/wCPaZSzeKPjGy/u/Bnw1fjq3jK9G38tMoA9UDH+7+tGW/u/rXksfiT41Kf+RR+GKr3P/CZXx/npp/nUw8R/GYjK+Ffhi3/c3Xp/9xooA9Uy3939aMt/d/WvL0134yFBnwr8Mw3cf8JRff8AyBUh1z4vAN/xTPw9JxwP+EovBk/+AFAHpm5vT9aC5Hb9a8rfxF8Zthx4S+HJPofFt4o/P+z6LHxF8ZB/rfCHw3Ve5Txhesf10+gD1TLf3f1oy3939azfCd9ql5ots2s21hZ6kyZnhs7prqFG/wBmRo4yw9yi/StSgAAxRRRQAUUUUAIVzSbPenUUAJt9zRtz60tFADdnFLt/H60tFADSm40u3ilooAQLjufxpNlOooAbs+tKFx3NLRQAm3mjbzS0UAJsxRt4xS0hbFAAVzS4rzX9qT9o/T/2ZPhRc+JLjS9W8Rag9wmn6RoOlR+ZqWv30gJjtLZDw0jBWbnACo7EgKTXUfDz4j6T8U/BGm+ItDvI7/S9UhEsMsZzjqGVsfdZWBVlPKspBwaAOhK5pNnua89svjrHNc+Ore70fX9Ml8CuWme6svLh1OHyGmWS1kyUlVlVl4IKsuGAra+CvxUs/jT8IvC/jCxhubWx8VaZb6raxXAHmRxzxrIitgkbtrDODQB1GzPc0bPc06igBNtLjiiigAxn/Gm7P9pqdRQAm3j+tLjIoooATbj1oxS0UAJspce9FFACAYoC/LilooAwPihGr/DXxErs+1tLuQdvXHlN0rkv2LpPP/Y++FMihlV/B2kEBhyP9ChrrPitP9l+F/iSXbu8rS7pwPXELmuR/YtYN+yD8Kto2r/wh2kfKTnb/oUPFAHp2M0gGKWigBCuTQBilooAbsp2PeiigAxTduf4mpxOBXPj4reGj45XwuNe0lvErWzXo0pbpGvRArIjSmIHeEDOiliMZdR1IoA3tn+01OAxXAj9qr4ZN8SpvBi/ELwXJ4wt7kWcugx6zbvqcUxUOEa2DmVTtZW5XoQeld8rbhQAm3mjbx1paKAE259aTZTqKAE280mz3NOooAbs/wBpqUrmlooAbso2U6igBNtGOOtLRQAhXPc0bc9zS0UAJt/L0pCmT1P0olkEUbM2cKMnAzXK2Px48F6n4si0G28WeHbjXLiSWKHT49Qia6neIZlVIw25ygB3BQduOcUAdZjimhMCvP8Aw1+1p8LfGfj2bwro/wASPAmreKLeee1m0ey161uNQhlgJEyNAjmRWjx8wKgr3xXoStuFAAo2ik2UtFACBcCloooAQrn6+1LjAoooA8L/AOCmEfmfsEfFZc/e0CYfyr3LbuJ+teF/8FMn2/sHfFJR95tBlwPX5lH9a91Xq31oAAuD1NBXcaWigApCufbnNLRQAUY5oooAQpmjbSk4rJfx5oqeLYdAbVLH+3Li0e/j0/z1+1PbJIsbTCPO7yw7opbGNzAdaANTZz1pdvPU1y3hb44eD/HGvNpejeJtE1TUVV3+z2t4ksjKhCuygH5lViAxXIUkA4NdUDkUAFFFFABTdnPrTqKAEC47mloooAB0ooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAqOYEj7ueR7VJQelAHzN8RNI0my/bl0G1u9V1j/hLLzwlqGq2GpXOqW8NrplvFdWdu9vbwSQSLHJJ54JkXDsqsrMQQBlfsqfBrw7qX7Tnxc8TaPe+LrDV9F8SCw1qKPxO1zpHiG4n0uxnFy9ksaQRuiToA0aBmZcszYXH0ne/D7SNR8YQa/caZp0+sWto9jDeyW6tcRQO6O0aueQpZEYgdSoPapfDvgvS/C19qlxp2n2VjPrFwLq+eCII13KEWMO5H3m2Ii5PZQO1AHy74T+Jtr4u8W/tE+C21zxF4i1LwzcXcc6NqMhh8P2r6PbmGNuQN0rmZwq5PDMcdK7z/gnX4Ls7X9jf4M6vC9+0zeAdItwJL+eWPYbSFv8AVsxTdkD5sZxxnBr2q88Kadd2mowvY2nl6srLeL5QH2rcmw+Zjlsr8uTzjijwd4T0/wACeGLHRtIs7fT9J0uCO1s7W3TZFbQooVEUdgFAAHoKANKiiigAooooAKKKKACiiigAooooAKKKKACiiigDnPi9IsXwq8UMw3KukXRIHceS9ch+xIGH7HPwn3A7v+EN0gnPf/QYa6f45v5fwW8YMOq6Hen/AMgSVhfsc2zWf7JXwvjZt23wnpQzj/pzioA9IooooAKKKKACiiigBHOFNfK3jbWtJs/+CwfgW3a+0+K7l+FWuweSZ1WV5G1bSGVSCckkBiB1IBIHFfVRGRVGXwxps1+bptPsWum6zNApkPb72M0AfFfxB+NjfCe8Txp4Furu81rxH8WovC9x4Y1XRrOO6vUnuora88iSNWuAqRq90sjPtMaDKqMGvuBBheKz18H6XHro1RdOsF1JU8sXYtk+0Bem3fjdjHGM1oouxcCgBaKKKACiiigAooooAKKKKACiiigAooooAKKKKAIrqXy4/wARjjrzX57a78RvgX8Tv2i/hR8KfCPxG8F6Zovwb+IjawNP/wCEiW81vW/ED/aQthawtI8pgSS9uHnmOFXaIlBXeV/Q0jNZVj4D0TTNQ+12uj6Xb3W8yGaK0jSTcerbgM5PrQB8QfDr4w/8K38WfA/XvAfnapYfHTxnqmn6toup+HrLTdatbFo7y6e6ZoR5wNpNCofznfcswyFbbX3nH9ysvT/AeiaT4iutYtNH0q11a+UJc3sNnGlxcKOgeQDcw9ia1VXauKAFooooAKKKKACiiigDwf8A4KcHb+wb8UGHDDQ5MH0+dK946V4P/wAFOf8Akwv4nf8AYIx9f3sde8UAFFFFABRRRQAUUUUAZ/iPUZNK0e6uIbWa+uIYXkitomCvcOqkrGGYhVLHABJAyetfnnqt3rjf8FJL1pND1Ww+J3iz4BeIfPkR4d1pMNRsvssUZSRiI4uEXaNzOS+0lya/Rt0Ei7WGRWTP4A0O58RprEmj6VJq8YCpfNZxm5QDgASY3D86APgj4E3dtqmlf8E6IvD8w+0afpl4dShgBDR26eFrmG5E4xlcXhiDB8ZlAz8wAr9DU+6KytK8DaPoWrXd/Y6Vpdnfagxa5uYLRI5rkk5Jd1ALZPPJPNawGBQAUUUUAFFFFABRRRQAA5ooooAKKKKAGmVVPPHOOfWlDZ9a5D45/A3w/wDtF/Di+8J+J11htF1IoZxpmsXek3PyMGXbcWksUycgZ2uM9DkV4Laf8EZvgXY2/lw2/wAUkXGP+Sp+J2P5m/NAH1VmgHNfJD/8ETvgW6sD/wALc+c5Ofit4mP/ALf1EP8AgiD8BAd3k/Fjf/eHxV8T5/8AS/FAH15mk3V8mL/wRS+BYUL/AMXgwPT4u+Kl/lqIqzB/wRm+BsB+X/hcX/h4fFwz+WpUAfVefagHNfLUv/BHP4IuMA/GNfp8ZPGH9dTqs3/BGj4L7vlvPjZGPRfjH4swP/KjQB9W7vY0ueK+Sz/wRe+DZP8AyFvjkB2A+L/ig4/O/wA1C3/BE/4Lt/zFvjj/AOHc8Tf/ACdQB9c7vr+VG7618jD/AIIofBcq27Vvji/s3xe8T8/+T1Kn/BFH4Lxybo9U+OCew+L3icD/ANLqAPrgtj1/Klr5PX/gjJ8GlXa2p/HCQDsfjH4r/pqFWI/+COnwdhGE1L44R8c7fjN4tGf/ACo0AfVANJvz618sN/wR5+EcgA/tr47AKMf8lm8W/wDyxqK4/wCCOnwpul2v4m+PzDHf4zeKmxjtzf0AfVm76/lSb+e/5V8nn/gjV8K/MVl8WftAqqLtCj4xeJtuP/A2mr/wRo+FcaY/4Sz4/Nzn5/i74jkx/wB9Xhx+FAH1lvA9u3NKGzXylZ/8Ec/hXaSM/wDwlHx6Ysu3B+LniNR+S3g596vWv/BJH4Y2lv5a+Jvjxt5/5q/4n7/9v1AH0/u56Gk81R/EK+WD/wAEf/hf5W0+LP2g/XP/AAubxT/8n0p/4JB/DFgo/wCEt/aGXb6fGnxX/wDJ9AH1Pu+tJvANfK0v/BHz4YurL/wmH7RC7h2+NHin/wCT6qt/wRr+GLx7f+E2/aLUe3xl8S//ACZQB9abqXNfJKf8EaPhmh/5Hj9ohv8Af+MPiOQfk12RU6/8EePhrH08aftA/h8W/EA/ldUAfV27NG7618mj/gjd8MxKzf8ACbftFKWPOz4x+JEB/wC+bwVLH/wR5+Gsa/L43/aK/wDDzeJ//k2gD6t3fWkZwo54+tfKw/4I/wDw3/6Hj9oz/wAPR4o/+TqP+HQHw5XlfHX7Rqn2+M/if/5NoA+qQ4PTn6U7OPWvk1v+CO/w8Y/L8Qv2klPqfjL4kYj/AL6uzToP+CP3gC2MhPxF/aSmaRdpMnxh8Qtj/wAmqAPrDP8AnFGa+UR/wSA+HqH/AJH/APaKb2Pxe8Qf/JVH/Dn74ek/8lA/aKHt/wALe8Qf/JVAH0H8dRv+CXjEeuh3o/8AJd6yP2SeP2Vfhlg7h/wielYPr/ocVeJ6n/wR++HOrWU1tdeOP2hLi3uI2ilib4u+IdsqMMFWH2rkEEj8ag0n/gjr8OdC0+1tbHxv+0PZ2djEkFvbQ/F7xAsUMaKFVFX7VgKAAAB2AoA+tSaCcetfKMv/AASH8BSOX/4WD+0hz/CPjF4hH/t1Uc3/AAR6+H1wi5+In7SK4OePjD4h/rdUAfWQNGea+RYv+CNXgGAnZ8T/ANpxd3X/AIvFr5/9uakT/gjp4DUY/wCFm/tLt3+b4v69/wDJFAH1sTigHPrXyjD/AMEgfAcEQVfiR+0jgevxf1//AOSacf8AgkN4D/6KR+0h/wCHe1//AOSaAPqsNkUBsnvXys//AASW8Gnhvib+0o3pj4u67x/5MCoLj/gkT4JuVIb4mftMrkYyPi/rw/8AbmgD6w3YFIJlY8MDXyTH/wAEefBMc29Pil+08rY4B+MWvFfyNwaLv/gjt4Ju1UN8Vv2nl5zlPjBrq/8AtegD63DZ9fypN9fI8P8AwR38I25+X4w/tRYPGP8AhbmsdPf97z+NSSf8EffCMgAb4vftPbQc7V+LesKD9QJRQB9a7sCjfxXylp3/AASU8IaRcRSR/E/9pSbyW3ASfFnWWU/UedUNx/wSN8KyzNJH8Wv2noWdixEfxZ1cKuewzKeKAPrPfz/9agNn1/Kvkaf/AII++Ebv7/xa/aiUqOCnxd1hM/XbMKrn/gjf4TKlW+MH7U2GGCR8YdZJH4mXI/A0AfYWeKTdx3/KvkCH/gjf4RtV2x/GL9qgY7n4uau7fm0pP606D/gjn4TinaT/AIXJ+1M27s3xb1Yj8vMoA+vs/WkLYr5EH/BHTwrn/ktf7VnXp/wt/WMf+jKmP/BIPwusgYfGX9qQsvOT8W9XJ/WSgD60EqmnA18l/wDDpDw6zfN8Zv2pmTuP+FsaoP5Pmmz/APBIvw5JGFX4yftRrz0/4Wzqox/4+aAPrYNk0m6vkB/+CO3h2X/mtP7Uy854+Lmq/wDxVQyf8EbvDjSK3/C7P2qdy9MfF3VD/M0AfYnmDFAmVjjcOPevkCP/AII8eHQ25vjh+1cf9k/FnUuf/HqnP/BILw6ybV+Nn7Uy+h/4Wvqef/QqAPrrOaQOCK+SG/4JEaHtXb8c/wBqlf8Auquo8fzon/4JI6TIy7fjr+1Yvbj4p3oH49aAPrcNmk34r5F/4dEaO5y3xy/aoZvX/hbGor+i4FA/4JA6GWJb44/tUjPcfFnUm/rQB9dCZSetOr5Ff/gkJojDA+PH7Vi49Pihe/1FMH/BIbSYh+7+PP7VWPf4n3Y/9koA+u2lVOpx9aBID/hXyK//AASF0eUfvPjx+1Y3rt+KN4P5AVJH/wAEi9Ejk3L8dP2rc+h+KuoY/Q0Aeif8FKU879hr4kLz/wAgvGcf9NY69zB+Y18deLP+CNXhXx74cu9H1z40ftSavo9+nl3Vlc/E69eG4TIO1h1IyB3rVf8A4JPaO8Mqf8Lw/aoLTAgsfijfZGfegD6wDZo3c18lxf8ABJrTY4Vj/wCF4/tROFAXn4o3uT+O2l/4dKaO/J+Of7Uyn0X4oXpA/MZoA+s96+o/OkMgA/wr5N/4dJaPj/ku37VH/hzrz/Cmt/wSZ0zHy/HL9qJB0OPihek/qtAH1ms6uflYN9DSl1Hf86+Tm/4JPaXJNG5+OH7UyNGoUFfiheDPuQOCalP/AASk0th/yXb9qn8fihe/0oA+rPMXNBnUfxY+vFfJ4/4JRaf5RUfHj9qyNQ5YEfE67Zj+ak4qR/8AglRZzFd3x8/aoj29NnxMujn65SgD6sDg0CQGvk26/wCCTllO+7/hoD9q3AHKj4mXIz/45T4P+CU9nboFX47/ALUxC9N/xInkJ/76Q/rQB9XmQKKDKvqPwr5St/8AglVaRyMy/Hv9qWNj1/4uLKwP4GMgfhUp/wCCWtuq/wDJfv2pDnv/AMLBf/41QB9UeYP/ANdHnL6/rXym3/BLGFkwvx9/ak/3v+FjTKR+UWKdF/wS0WKLb/w0B+1Iw9T8SJifz8mgD6qWVXbA+tOrlvg38NB8IPh3pfh1dc8SeJBpsRj/ALS1+/N9qN1li2ZZiFLtzjJGcAV1NABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQB/9k="
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 8.5.2 Fisher精确性检验\n",
    "Pearson $\\chi^2$ 检验要求二维列表中只允许少于20%的格子期望数小于5，如果多于25%，即$2\\times2$格子有一个数小于5不可使用Pearson $\\chi^2$检验，此时可以使用$Fisher$精确性检验。\n",
    "#### 例：\n",
    "![8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A15_7.jpg](attachment:8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A15_7.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(13.142857142857142, 0.002428599577306265)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "此数据比较适合使用Fisher精确性检验\n",
    "'''\n",
    "medicine=np.array([[8,2],[7,23]])\n",
    "st.fisher_exact(medicine, alternative='greater')"
   ]
  },
  {
   "attachments": {
    "8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A15_10.jpg": {
     "image/jpeg": 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    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 8.5.3 Mantel-Haenszel检验\n",
    "\n",
    "- #### 示例：\n",
    "![8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A15_10.jpg](attachment:8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A15_10.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mantel-Haenszel检验统计量： 23.011206159110337 ，p值： 1.6105983949463005e-06\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "根据公式计算Q值，然后使用自由度为1调用卡方分布的生存函数。\n",
    "计算结果与R的函数mantelhaen.test有出入。\n",
    "结论一样：p值远小于0.05，拒绝实验组和对照组治疗效果比值为1的原假设\n",
    "，两种疗效存在差别。\n",
    "'''\n",
    "enh1=65*142/247\n",
    "var1=65*182*142*105/((247**2)*(247-1))\n",
    "enh2=182*52/247\n",
    "var2=182*52*65*195/((247**2)*(247-1))\n",
    "Q=((50+47-(enh1+enh2))**2)/(var1+var2)\n",
    "print('Mantel-Haenszel检验统计量：',Q,'，p值：',st.chi2.sf(Q,1))"
   ]
  },
  {
   "attachments": {
    "8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A15_4.jpg": {
     "image/jpeg": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 8.5.4 对数线性模型\n",
    "- #### 资料来源\n",
    "使用Statsmodels的广义线性回归（GLM，泊松分布族，log连接函数）实现。具体内容参考：《非参数统计》第2版 第5.7节，王星、褚挺进。清华大学出版社 。<br>\n",
    "列联表数据的分析以及对数线性模型，可以参看经典教材《属性数据分析引论》第7章，Alan Agresti著，高等教育出版社\n",
    "\n",
    "- #### 示例：\n",
    "![8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A15_4.jpg](attachment:8.%E9%9D%9E%E5%8F%82%E6%95%B0%E7%BB%9F%E8%AE%A15_4.jpg)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "对数线性模型\n",
    "'''\n",
    "###单元频数\n",
    "count1=np.array([55,58,66,85,66,50,45,41,87,70,41,39],dtype='int')\n",
    "### 近视因素，对近视与非近视进行因子化\n",
    "f_myopia=np.array(['Y', 'Y', 'Y', 'Y', 'Y', 'Y', 'N', 'N', 'N', 'N', 'N', 'N'])\n",
    "###性别因素的因子化，M：男性，F：女性\n",
    "f_gender=np.array(['M','F','M','F','M','F','M','F','M','F','M','F'])\n",
    "###学校因素：甲、乙、丙\n",
    "f_school=np.array(['A','A','B','B','C','C','A','A','B','B','C','C'])\n",
    "#data=np.vstack([f_myopia ,f_gender ,f_school])\n",
    "dic1={'count1':count1,'myopia':f_myopia,'gender':f_gender,'school':f_school}\n",
    "###将数据（除单元频数外）放入一个DataFrame\n",
    "d_dataframe=pd.DataFrame(dic1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "###(X,Y,Z)\n",
    "formula1='count1 ~ C(gender)+C(school)+C(myopia)'\n",
    "###(XY,Z)\n",
    "formula2='count1 ~ C(myopia)+C(gender)*C(school)'\n",
    "###(X,YZ)\n",
    "formula3='count1 ~ C(gender)+C(school)*C(myopia)'\n",
    "###(Y,XZ)\n",
    "formula4='count1 ~ C(school)+C(myopia)*C(gender)'\n",
    "###(XY,XZ)\n",
    "formula5='count1 ~ C(gender)*C(school)+C(gender)*C(myopia)'\n",
    "###(XY,YZ)\n",
    "formula6='count1 ~ C(gender)*C(school)+C(school)*C(myopia)'\n",
    "###(XZ,YZ)\n",
    "formula7='count1 ~ C(gender)*C(myopia)+C(school)*C(myopia)'\n",
    "\n",
    "###模型与公式\n",
    "models=np.array(['(X, Y, Z)','(XY, Z)','(X, YZ)','(Y, XZ)','(XY, XZ)','(XY, YZ)','(XZ, YZ)'])\n",
    "formulas=np.array([formula1,formula2,formula3,formula4,formula5,formula6,formula7])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>模型</th>\n",
       "      <th>自由度</th>\n",
       "      <th>LRT G2</th>\n",
       "      <th>p值1</th>\n",
       "      <th>Pearson Q</th>\n",
       "      <th>p值2</th>\n",
       "      <th>结论</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>(X, Y, Z)</td>\n",
       "      <td>7</td>\n",
       "      <td>12.174808</td>\n",
       "      <td>0.094955</td>\n",
       "      <td>12.115692</td>\n",
       "      <td>0.096818</td>\n",
       "      <td>不独立</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>(XY, Z)</td>\n",
       "      <td>5</td>\n",
       "      <td>10.912539</td>\n",
       "      <td>0.053142</td>\n",
       "      <td>10.903892</td>\n",
       "      <td>0.053319</td>\n",
       "      <td>不独立</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>(X, YZ)</td>\n",
       "      <td>5</td>\n",
       "      <td>6.360043</td>\n",
       "      <td>0.272744</td>\n",
       "      <td>6.346698</td>\n",
       "      <td>0.273930</td>\n",
       "      <td>独立</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>(Y, XZ)</td>\n",
       "      <td>6</td>\n",
       "      <td>10.852045</td>\n",
       "      <td>0.093058</td>\n",
       "      <td>10.926133</td>\n",
       "      <td>0.090686</td>\n",
       "      <td>不独立</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>(XY, XZ)</td>\n",
       "      <td>4</td>\n",
       "      <td>9.589775</td>\n",
       "      <td>0.047935</td>\n",
       "      <td>9.538042</td>\n",
       "      <td>0.048971</td>\n",
       "      <td>不独立</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>(XY, YZ)</td>\n",
       "      <td>3</td>\n",
       "      <td>5.097773</td>\n",
       "      <td>0.164776</td>\n",
       "      <td>5.088329</td>\n",
       "      <td>0.165442</td>\n",
       "      <td>独立</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>(XZ, YZ)</td>\n",
       "      <td>4</td>\n",
       "      <td>5.037279</td>\n",
       "      <td>0.283494</td>\n",
       "      <td>5.024954</td>\n",
       "      <td>0.284747</td>\n",
       "      <td>独立</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          模型  自由度     LRT G2       p值1  Pearson Q       p值2   结论\n",
       "0  (X, Y, Z)    7  12.174808  0.094955  12.115692  0.096818  不独立\n",
       "1    (XY, Z)    5  10.912539  0.053142  10.903892  0.053319  不独立\n",
       "2    (X, YZ)    5   6.360043  0.272744   6.346698  0.273930   独立\n",
       "3    (Y, XZ)    6  10.852045  0.093058  10.926133  0.090686  不独立\n",
       "4   (XY, XZ)    4   9.589775  0.047935   9.538042  0.048971  不独立\n",
       "5   (XY, YZ)    3   5.097773  0.164776   5.088329  0.165442   独立\n",
       "6   (XZ, YZ)    4   5.037279  0.283494   5.024954  0.284747   独立"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=[]#自由度\n",
    "LRT=[]#对数似然比\n",
    "LRT_p=[]#对似然比的p值\n",
    "PQ=[]#Pearson Q值\n",
    "PQ_p=[]#Pearson Q值的p值\n",
    "conclusions=[]#独立与否的结论\n",
    "\n",
    "###对上述7个模型的公式分别调用glm，广义线性模型（泊松分布族和log连接函数）\n",
    "#Poisson()类构造器默认使用log连接函数\n",
    "for formula in formulas:\n",
    "    result=smf.glm(formula,data=d_dataframe,\n",
    "                   family=sm.families.Poisson()).fit(use_t=True)\n",
    "    LRT.append(np.round(result.deviance,6))#对数似然比=回归结果的偏差\n",
    "    PQ.append(np.round(result.pearson_chi2,6))#Pearson Q等于结果中的Pearson卡方值\n",
    "    #对数似然比的卡方检验p值\n",
    "    LRT_p.append(np.round(st.chi2.sf(result.deviance,result.df_resid),8))\n",
    "    df.append(result.df_resid)#自由度\n",
    "    #Pearson Q统计量的卡方检验的p值\n",
    "    q_p=st.chi2.sf(result.pearson_chi2,result.df_resid)\n",
    "    \n",
    "    ###根据Pearson Q统计量的卡方检验的p值判定是否独立。\n",
    "    #设alpha=0.1，相对宽松的置信度。\n",
    "    #也可以使用对数似然比的卡方检验p值判定是否独立。\n",
    "    if q_p>=0.1:\n",
    "        conclusions.append('独立')\n",
    "    else:\n",
    "        conclusions.append('不独立')\n",
    "    PQ_p.append(np.round(q_p,8))\n",
    "\n",
    "dic_data={'模型':models,'自由度':df,'LRT G2':LRT,'p值1':LRT_p,\n",
    "          'Pearson Q':PQ,'p值2':PQ_p,'结论':conclusions}\n",
    "goodness=pd.DataFrame(dic_data)\n",
    "goodness"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_________________"
   ]
  }
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